{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 读入数据作简要分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": true,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "import os\n",
    "from pandas import set_option\n",
    "set_option(\"display.max_rows\",15)\n",
    "set_option('display.width', 200)\n",
    "import seaborn as sns\n",
    "\n",
    "import math\n",
    "\n",
    "# import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 定义要目标曲线PERM、POR、SW\n",
    "element_names = [\"PERM\", \"POR\", \"SW\", \"孔隙度\",\"渗透率\",\"饱和度\",\"SH\"]\n",
    "element = \"PERM\"\n",
    "reference = \"渗透率\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 定义要输入的维度AC、CNL、DEN、GR、RD、RS\n",
    "input_vectors = [\"AC\",\"CNL\",\"DEN\",\"GR\",\"RD\",\"RS\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# dataPath = os.path.join('data/train')\n",
    "dataPath = os.path.join('../data/train2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>深度</th>\n",
       "      <th>孔隙度</th>\n",
       "      <th>渗透率</th>\n",
       "      <th>饱和度</th>\n",
       "      <th>AC</th>\n",
       "      <th>SP</th>\n",
       "      <th>GR</th>\n",
       "      <th>CNL</th>\n",
       "      <th>DEN</th>\n",
       "      <th>RLLD</th>\n",
       "      <th>RLLS</th>\n",
       "      <th>PERM</th>\n",
       "      <th>POR</th>\n",
       "      <th>SH</th>\n",
       "      <th>SW</th>\n",
       "      <th>序号</th>\n",
       "      <th>子区</th>\n",
       "      <th>用途</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3650.310</td>\n",
       "      <td>5.850000</td>\n",
       "      <td>0.096000</td>\n",
       "      <td>68.760002</td>\n",
       "      <td>213.768</td>\n",
       "      <td>-40.377000</td>\n",
       "      <td>35.410</td>\n",
       "      <td>5.753</td>\n",
       "      <td>2.555</td>\n",
       "      <td>73.658</td>\n",
       "      <td>77.854</td>\n",
       "      <td>0.125932</td>\n",
       "      <td>6.319153</td>\n",
       "      <td>6.848655</td>\n",
       "      <td>53.970303</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3650.450</td>\n",
       "      <td>4.770000</td>\n",
       "      <td>0.151000</td>\n",
       "      <td>68.269997</td>\n",
       "      <td>203.032</td>\n",
       "      <td>-39.801000</td>\n",
       "      <td>36.794</td>\n",
       "      <td>4.889</td>\n",
       "      <td>2.542</td>\n",
       "      <td>128.933</td>\n",
       "      <td>128.810</td>\n",
       "      <td>0.030236</td>\n",
       "      <td>4.569192</td>\n",
       "      <td>7.387618</td>\n",
       "      <td>57.338078</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3650.600</td>\n",
       "      <td>6.130000</td>\n",
       "      <td>0.086000</td>\n",
       "      <td>66.830002</td>\n",
       "      <td>200.245</td>\n",
       "      <td>-39.374000</td>\n",
       "      <td>41.964</td>\n",
       "      <td>4.956</td>\n",
       "      <td>2.539</td>\n",
       "      <td>146.471</td>\n",
       "      <td>142.905</td>\n",
       "      <td>0.019073</td>\n",
       "      <td>4.114914</td>\n",
       "      <td>9.465652</td>\n",
       "      <td>60.048485</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3650.760</td>\n",
       "      <td>5.430000</td>\n",
       "      <td>0.052000</td>\n",
       "      <td>61.459999</td>\n",
       "      <td>200.506</td>\n",
       "      <td>-38.499000</td>\n",
       "      <td>49.643</td>\n",
       "      <td>5.483</td>\n",
       "      <td>2.555</td>\n",
       "      <td>135.537</td>\n",
       "      <td>132.841</td>\n",
       "      <td>0.019956</td>\n",
       "      <td>4.157457</td>\n",
       "      <td>12.749502</td>\n",
       "      <td>61.753070</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3650.950</td>\n",
       "      <td>3.870000</td>\n",
       "      <td>0.034000</td>\n",
       "      <td>60.930000</td>\n",
       "      <td>202.684</td>\n",
       "      <td>-36.444000</td>\n",
       "      <td>74.314</td>\n",
       "      <td>7.785</td>\n",
       "      <td>2.592</td>\n",
       "      <td>91.048</td>\n",
       "      <td>87.872</td>\n",
       "      <td>0.028619</td>\n",
       "      <td>4.512470</td>\n",
       "      <td>25.103680</td>\n",
       "      <td>69.133150</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11633</th>\n",
       "      <td>3645.089</td>\n",
       "      <td>10.408996</td>\n",
       "      <td>0.425351</td>\n",
       "      <td>48.822350</td>\n",
       "      <td>243.476</td>\n",
       "      <td>47.239998</td>\n",
       "      <td>79.371</td>\n",
       "      <td>15.935</td>\n",
       "      <td>2.517</td>\n",
       "      <td>34.530</td>\n",
       "      <td>23.445</td>\n",
       "      <td>0.432192</td>\n",
       "      <td>9.531540</td>\n",
       "      <td>20.107590</td>\n",
       "      <td>40.471886</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11634</th>\n",
       "      <td>3645.389</td>\n",
       "      <td>8.769841</td>\n",
       "      <td>0.438441</td>\n",
       "      <td>54.557743</td>\n",
       "      <td>245.146</td>\n",
       "      <td>46.113000</td>\n",
       "      <td>84.880</td>\n",
       "      <td>16.438</td>\n",
       "      <td>2.471</td>\n",
       "      <td>44.497</td>\n",
       "      <td>30.530</td>\n",
       "      <td>0.489198</td>\n",
       "      <td>9.803748</td>\n",
       "      <td>22.997742</td>\n",
       "      <td>34.711130</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11635</th>\n",
       "      <td>3645.499</td>\n",
       "      <td>8.796296</td>\n",
       "      <td>0.465563</td>\n",
       "      <td>47.899944</td>\n",
       "      <td>244.508</td>\n",
       "      <td>45.549000</td>\n",
       "      <td>76.092</td>\n",
       "      <td>16.472</td>\n",
       "      <td>2.467</td>\n",
       "      <td>49.873</td>\n",
       "      <td>34.372</td>\n",
       "      <td>0.466774</td>\n",
       "      <td>9.699755</td>\n",
       "      <td>18.458242</td>\n",
       "      <td>33.120830</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11636</th>\n",
       "      <td>3645.779</td>\n",
       "      <td>11.063576</td>\n",
       "      <td>0.460750</td>\n",
       "      <td>40.755680</td>\n",
       "      <td>241.491</td>\n",
       "      <td>44.562000</td>\n",
       "      <td>49.060</td>\n",
       "      <td>15.613</td>\n",
       "      <td>2.465</td>\n",
       "      <td>57.739</td>\n",
       "      <td>39.196</td>\n",
       "      <td>0.371265</td>\n",
       "      <td>9.207986</td>\n",
       "      <td>6.662848</td>\n",
       "      <td>32.341908</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11637</th>\n",
       "      <td>3645.939</td>\n",
       "      <td>7.286730</td>\n",
       "      <td>0.384582</td>\n",
       "      <td>56.843586</td>\n",
       "      <td>238.794</td>\n",
       "      <td>43.995003</td>\n",
       "      <td>52.261</td>\n",
       "      <td>15.275</td>\n",
       "      <td>2.479</td>\n",
       "      <td>63.561</td>\n",
       "      <td>42.296</td>\n",
       "      <td>0.299367</td>\n",
       "      <td>8.768379</td>\n",
       "      <td>7.905800</td>\n",
       "      <td>32.291480</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11638 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             深度        孔隙度       渗透率        饱和度       AC         SP      GR     CNL    DEN     RLLD     RLLS      PERM       POR         SH         SW   序号  子区   用途\n",
       "0      3650.310   5.850000  0.096000  68.760002  213.768 -40.377000  35.410   5.753  2.555   73.658   77.854  0.125932  6.319153   6.848655  53.970303   91   2  训练井\n",
       "1      3650.450   4.770000  0.151000  68.269997  203.032 -39.801000  36.794   4.889  2.542  128.933  128.810  0.030236  4.569192   7.387618  57.338078   91   2  训练井\n",
       "2      3650.600   6.130000  0.086000  66.830002  200.245 -39.374000  41.964   4.956  2.539  146.471  142.905  0.019073  4.114914   9.465652  60.048485   91   2  训练井\n",
       "3      3650.760   5.430000  0.052000  61.459999  200.506 -38.499000  49.643   5.483  2.555  135.537  132.841  0.019956  4.157457  12.749502  61.753070   91   2  训练井\n",
       "4      3650.950   3.870000  0.034000  60.930000  202.684 -36.444000  74.314   7.785  2.592   91.048   87.872  0.028619  4.512470  25.103680  69.133150   91   2  训练井\n",
       "...         ...        ...       ...        ...      ...        ...     ...     ...    ...      ...      ...       ...       ...        ...        ...  ...  ..  ...\n",
       "11633  3645.089  10.408996  0.425351  48.822350  243.476  47.239998  79.371  15.935  2.517   34.530   23.445  0.432192  9.531540  20.107590  40.471886  122   2  训练井\n",
       "11634  3645.389   8.769841  0.438441  54.557743  245.146  46.113000  84.880  16.438  2.471   44.497   30.530  0.489198  9.803748  22.997742  34.711130  122   2  训练井\n",
       "11635  3645.499   8.796296  0.465563  47.899944  244.508  45.549000  76.092  16.472  2.467   49.873   34.372  0.466774  9.699755  18.458242  33.120830  122   2  训练井\n",
       "11636  3645.779  11.063576  0.460750  40.755680  241.491  44.562000  49.060  15.613  2.465   57.739   39.196  0.371265  9.207986   6.662848  32.341908  122   2  训练井\n",
       "11637  3645.939   7.286730  0.384582  56.843586  238.794  43.995003  52.261  15.275  2.479   63.561   42.296  0.299367  8.768379   7.905800  32.291480  122   2  训练井\n",
       "\n",
       "[11638 rows x 18 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# filename = '井数据2_20190718.csv'  || '井数据1_20190603.csv'\n",
    "filename = '井数据2_20190718_训练_section_1and2-train.csv'\n",
    "file = os.path.join(dataPath,filename)\n",
    "# 读取A、B部分共有数据\n",
    "# 调用pandas的read_csv()方法时，默认使用C engine作为parser engine，而当文件名中含有中文的时候，用C engine在部分情况下就会出错。所以在调用read_csv()方法时指定engine为Python就可以解决问题了。\n",
    "AB = pd.read_csv(file,engine='python',encoding=\"gbk\")\n",
    "AB"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 数据清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "深度     0\n",
       "孔隙度    0\n",
       "渗透率    0\n",
       "饱和度    0\n",
       "AC     0\n",
       "      ..\n",
       "SH     0\n",
       "SW     0\n",
       "序号     0\n",
       "子区     0\n",
       "用途     0\n",
       "Length: 18, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# AB.tail()\n",
    "AB.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "AB = AB.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# AB "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 拆分训练集和测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "train_dataset = AB.sample(frac=0.8,random_state=0)\n",
    "test_dataset = AB.drop(train_dataset.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x21b426c9300>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(train_dataset[[\"POR\", \"SH\", \"PERM\"]], diag_kind=\"kde\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 分析要训练的维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "X = AB.loc[:,'AC':'RLLS']\n",
    "Y = AB.loc[:, element]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from pylab import *\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "POR = AB.loc[:, element]\n",
    "POR_ref = AB.loc[:, reference]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((11638,), (11638,))"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "POR_ref.shape,POR.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "POR_ref = np.array(POR_ref)\n",
    "POR = np.array(POR)\n",
    "POR.shape = (len(POR),)\n",
    "POR_ref.shape= (len(POR_ref),)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((11638,), (11638,))"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "POR_ref.shape,POR.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# values.tolist()\n",
    "POR_ref = POR_ref.tolist()\n",
    "POR = np.array(POR).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# POR_ref,POR\n",
    "xValue = list(range(0, 101))\n",
    "yValue = [x * np.random.rand() for x in xValue]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# POR_ref,POR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "if element == 'PERM':\n",
    "    POR_ref,POR = np.log10(POR_ref),np.log10(POR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "# plt.title(\"relationship\" + model_type.lower())\n",
    "plt.title(\"relationship\")\n",
    "# plt.scatter(xValue,yValue,color=\"red\", label=\"ALL_pred\")\n",
    "# plt.scatter(POR,POR_ref)\n",
    " # 下面一行为坐标轴负号不显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.scatter(POR_ref,POR)\n",
    "plt.xlabel(reference)\n",
    "plt.ylabel(element)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "minX = np.min(X)\n",
    "maxX = np.max(X)\n",
    "minY = np.min(Y)\n",
    "maxY = np.max(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-75.054, 2538.6133)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "minX,maxX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4.8e-05, 20.626928)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "minY,maxY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 去除横纵坐标为全0的值\n",
    "AB_1 =AB[~AB[element].isin([0])]\n",
    "AB_use =AB_1[~AB_1[reference].isin([0])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# AB_use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "X = AB_use.loc[:,'AC':'RLLS']\n",
    "Y = AB_use.loc[:, element]  \n",
    "Y_GT = AB_use.loc[:, reference]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "minX = np.min(X)\n",
    "maxX = np.max(X)\n",
    "minY = np.min(Y)\n",
    "maxY = np.max(Y)\n",
    "minY_GT = np.min(Y_GT)\n",
    "maxY_GT = np.max(Y_GT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4.8e-05, 20.626928, 0.0015744810225442, 345.4894104003906)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "minY,maxY,minY_GT,maxY_GT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-75.054, 2538.6133)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "minX,maxX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        0.125932\n",
       "1        0.030236\n",
       "2        0.019073\n",
       "3        0.019956\n",
       "4        0.028619\n",
       "           ...   \n",
       "11633    0.432192\n",
       "11634    0.489198\n",
       "11635    0.466774\n",
       "11636    0.371265\n",
       "11637    0.299367\n",
       "Name: PERM, Length: 11638, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goal = AB_use.loc[:, element]\n",
    "# goal = np.array(goal)\n",
    "goal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        0.096000\n",
       "1        0.151000\n",
       "2        0.086000\n",
       "3        0.052000\n",
       "4        0.034000\n",
       "           ...   \n",
       "11633    0.425351\n",
       "11634    0.438441\n",
       "11635    0.465563\n",
       "11636    0.460750\n",
       "11637    0.384582\n",
       "Name: 渗透率, Length: 11638, dtype: float64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "refer = AB_use.loc[:, reference]\n",
    "# refer = np.array(refer)\n",
    "refer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-2.34340708, -1.89047549, -2.45340795, ..., -0.7645083 ,\n",
       "       -0.77490043, -0.95559884])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.log(refer.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1Gf37q3/GyO8iJyf2dVmTigeh5oEQQogzhEJix75vn1j4e/ZU31Eb7dIDAfG+F1T5apqMkyfV2ypmj3vuiTXLKNoKRaNhND4+gMIDIYQQ+5SUqC+a8+Yl7qyVXfqgQZFsjAo+VuUDiDV7qAkJdkwqHoJmC0IIIfawEnZpNzrCyyjaiqFDxaMfhSADqHkghBCvImsGSOUxjcIuAwERdllUlHgeo1068SwUHgghxIuYMQOk8phmwi7VVPZ2oyNISqDZghBCvIaT2RfdPCaQXqWmnaizkSFQeCCEEC/hRvZFN46p4PWwS1mcqrORIVB4IIQQL+FG9kW3MjoCzhSlcgtZTYLTWpkM0GBQeCCEuEsGTKSO4oYZwO2MjnaLUrmBrCbBaa1MhmgwKDwQQtwjQyZSR3HDDOC2acFrYZdmNAlOamXc8ivxIBQeCCHukEETqaO4YQbo2dO42JNd04LdolROYVaT4JRWxk2/Eg9C4YEQ4jwZNpE6ihtmgLVrgWPH1N9z0rTgheRIZjUJTmll3PQr8SAUHgjxI173I0j1ROr18THCSTOAogE6eFD9/exs/2d0jMasJsEpTU86haxKwCRRhPgNNxL9OE0qJ1I/jI8MTmRf1NMAKTRuLM6TLpjVJDhVZyNdQlYloeaBED/hFz+CZEykatoFv4yPLHbNAEYaIEC8nyaqdABARYX+OMVrEkIhoX25557EktmtWgE33ghUVxtrsLwcsuoC1DwQf+BGjn+/YaeGQLJxu+Sylnahutof45MsMkyVjpISYPBgfU0LENEkrFoFjBoFlJdH3mvRQpTcPnoUOHQIeOEF8QdENFj9+yceMxgE5swBrrkm8T2/VwpVgZoH4n0Y7idItR+BGdyM/dfSLpSVadv1AW+NT7LIBFW6ooF65RXgttv0BYd69YSmqrgYuO8+sdBHCw4AUFkpBAc1ysrEb6+0NPG9khJg7Fj1z6VDpdA4KDwQb5Nuamg7+G0X6Ubsv4wN3wivjE8ycFOVvmVL6h1SozcWN9wgTBZ6nDwJ3HUXMH488Mgj1s4ZDgOTJiX2Q22eUnjssbQSHAAKD8TLMNwvFj/uIp2O/Zex4RvhpfFxGzc0QMquu2/f1GoCjRZsLSoqxGJuh+hzGgm0gQBw771pN09ReCDexU9q+mTgV4csJ2P/7WgNvDo+buN02OewYYmvJ1sT6IQGyikydJ6i8EC8i9/U9G7j1RoCycSq1iBTxkcLJzRAXtIEOqGBcooMnacoPBDv4kc1vdt4rYZAspHRvuTkZO746OF22Gcyd9ipXogLCiL/y84/Bw6klemCwgPxLspCoUemqqG9UEMgFchoXxYtAnbvzszxcRMv7bBTuWEIBICZMyPPjQRahbFj0ypKzPPCw5VXXokXlBhbklkEg2KXpMeQIZmphvZCDYFUIaN9kR0fv6exTiZe0gTKLthWadRI/fXCQvEbi87zoCfQxpNGUWKeFh5eeeUVvPnmm6nuBkkVoZCY1PVYtowTfibihPaF+UPMkUqH3XghD5BfsM1Q74clUSkilp0NDB8OvPyy/m9MS6CNJ42ixDwrPBw6dAj33nsvzjzzzFR3haQKGaeoNPRiJpLY0b4wf4h5onfY8bjpkKol5AFyC7YMAweKx5MnY1//9lvgxRdF/Q+j35gi0M6Zo3+uNIm+8KzwcO+99+Lqq69Gt27dUt0Vkiq8ZGMl6YOXogb8RnExsGRJ4utuOaQaCXkAsHix9eMradLfe0/9fbO/h2AQaN1a7tw+n7c8Wdtiw4YNePvtt/HZZ59h9OjRmu1qampQU1NT97yyshIAUFtbi9raWtv9UI7hxLH8SkrHoE0bIfHLtHOxf/wdpNkYbNki0ljr/bYqKoBNm4CLL657Ka3GwAa1V14JrF+P2tdeExEEbdoA3buLhdPJsQmFgIkTtf0PAgGR6fHaa+XmCbXPAyKl9UMPmfo96P4WPDJvWcHMbzsQDnshy0aEY8eOoUuXLpgzZw769u2L4cOHo1evXhg+fHhC22nTpmH69OkJry9duhRNmjRJQm8JIYSQ9KCqqgrXXXcdDh8+jBYtWui29Zzm4Q9/+AO6du2Kvn37Gra9//77MW7cuLrnlZWVKCwsxOWXX2544TLU1tZi/fr16NOnD7Kysmwfz4+kfAxKSyMZ7aLlXGXXsGSJeoU7B0n5GHiAtBqDLVtEamUjXn89QfOQNmNgg6SNw6pVwC23GLe791576aYHDADWrDFuF/V7MBwDD8xbVlC09zJ4TnhYunQpysvL0bJlSwBCElqxYgXef/99LFy4MKZtw4YN0bBhw4RjZGVlOfqjdvp4fiRlY6DYUOPLLxcWCuesJMbu83eQJmNwySUikZRRufBLLlF1kEuLMXAA18ehbVtRYt2IXr3EXKBVCdMIo4gund+D5hh4aN4yg5nv03PCw+bNm3HixIm65+PHj0e3bt1UzRYkQyguBoqKhHfyvn1iUunZM7NyGxDnUKIGBg0SC4PazjDd01iHQt6/n5TQUCMh79Ah64KDEXZ+D2k+b3lOeCiIyyjYrFkz5ObmIjc3N0U9IoSkHUpcfvzOsKDA0ztDRygpUb/uefO8dd0yQt7s2SJzo1vY/T0o4cRpiOeEh3iYXZL4ZrIj/sLPO0OrmgMl9DF+J6+EPnqt/oeWkJefL+7/7Gz3CmTl5gpfCi+Nh4fwvPBAMhy/TXbEPdxQtftxZ2hVmDbKbxEIiHwGRUXeE6Di+6w8dzNXwsGDIgw0GOQco4Jnk0QRwmQ+pA6mkhbYyYzppaqYsijXu2dP7Ot794rXd+xw79ycY3Sh8EC8ix8nOz/hl6JQTCUtsCtM+y1jq8z1PvOMcb2NvDxxnLw8833gHKMJhQfiXfw22fkJv+zkqX2KYFeY9lJVTBlkrresDLj1VvFcq0T7U08Jp8d9+0RxqzFj1NvrYXWO0RPQ/SK8a0DhgXgXv012fsFPO3lqnyLYFaZTWRXTCrLX26mTcYl2IOLfMmcOsHq1uYJaVswjegK6X4R3HSg8EO/it8nOD/htJ0/tUwS7wnR0VUytXXp8PoNU7o7NXK/ZEu1K+7feAlq1Mj7HM8+Yu3Y9AX3gQPHnB+FdBwoPxLtYmeyIPn7byVP7FMEJYVoJfTTapQPau+PSUrtXIodyvXpEX6+iWRg8WDxfsUJf4AkGgcsui5gx9Cgrk78nZAR0NbwovOtA4YF4GzOTHTHGbzt5ap8iOCVMy+zS9XbOSs0GO8hoNIJBYOhQ/eMMGRJ7vVoCz6pV2ufr1Emuz7L3hJGArofXhHcdmOeBeB8/J/PxGn7byTOVdCxOZcbUy28hu3MOhQArtS1k81SEQsZ1J5YtA/74R3E9WjlhysqAa66JfS36fE7fE04I3l4R3nWg5oH4A2WyGzpUPGbKYuE0ftzJU/sUi1n7vllkTFsAsG2b+WObcdaV2cEru3Q9gUcN5XwrV4rPZmdrtzV7TzgheHtFeNeBmgdCMgm/7uSpfYrFzcyYsrve/fvNHddshkszJjazpgKlD0OH6vsXWLknjAp6GREMAj16mP9ckqHmgZBMw687eWqfkoPsrrdNG3PHNeusa8acYCcPgx5W7gk93xTZPm3dav5zSYbCAyGZiNuqb+JfZExbANC9u7njmnXWNWNic1rNn5MDvPkm8PzzQE2N+TBVLQE9J0fu8z7weaDZgpBMxY9FoYj7yJi2lHZmMOuYaMbEZtdUEM/Bg8D11wMVFZHXCgpECfC8PLG4N2mi7zSqZmoLhYDevY3P7wOfB2oeCCEk04kPnSwq0jZtLVli7RxWnHVlTWx2TQVqRAsOgDC5DB4swj9vuUW81rmzflKneFNbr17+c1jWgMIDIYRkMlq5EQB101b//tbOYzVPhayJTUvQcBOluqdsVsg0SnxH4YEQQjIVo9DJtWuddVK16qwr6yyrJmisWJGYqdKpxdlKVki/OizHQZ8HQgjJRMyGTjqF22G3ar48xcWx56uoiKSxtusjER0lIutDlAahxxQeCCEkVYRCzi8gssc0EzrptGOt0866Rtesdr5Vq4CRI4VzpBOYjZDwucMyhQdCCEkFsmma3TpmMuucuCEkKdgZR6cEB8AXERJOQp8HQghJNmbSNLt1zB075I5rd1HUcsh0ovS01XFUTDZO4KMICSeh8EAIIcnEyNcgHAZuvx145RX55EQyxayinfpWrgSmTtU/phOLohtCkoLZa47GTuXLaHwWIeEkFB4IISSZyCxc5eXADTfI79LN+C+sWmVc6lrBzqJoZ3GXwWy662hkTTFTpkSiNlauTIzayM/3VYSEk9DngRBCkolZHwJll663SMkec+1aIRDIMG2avUXRbYdM2Wt+++1EHwtZU8xll8X27eqrI74bAPDxx0CjRnLHchI3fUgkoeaBEEKSiVkfAplduuwxX35Z/rydOsm3VWPtWrl2Vh0yZa95xoxE7Y3V0vRKhMSgQZHnycZNHxITUHgghJBkYrRwqaHs0ufPVxcgZBbDvLzElMt62HGUDIXkBRWr5zEzjmVlsT4Wfs306KYPiUkoPBBCSDKxU4dh7NjYXaZSk2LFCuDWW9WPqTy//nr589h1lNy8WU5Qycuzfh5lHM0keYrW3vgt06PbPiQmoc8DIYQkG2Xhis9PIIOyyxw/XhSyiv68UvI5On9Bfr4QLGpr5c9hd9cta4q4/np75ykuBqZPN44cAdR9LMxkeoz2M2jTxnqfrZLKpF4qUHgghJBUEL1w7dkjtAoVFcY7aeX9Rx5JfO/QIfH+9OnCZ2HHDmDRIrnFFRCL5quv2t91y5oiiorsnQcw75sRL9jIZHqMT0TVuLEYp9LS5GkokpnUSwIKD4QQkiqiF67GjYVGIRCwXm9BqUnx7LPAY4+JiAkzx1q2LOIMKIOW17/ij7Bnj/b5nUqsZNZnYvVqcxEKip+B2nUMGyYekyFAyF5nkjJd0ueBEEK8gFMlpRX19ahR5gSHnBygnoklobQ00ev/1FOBBx4Q7+s5JAYCzjkkKoKKLKtXy0co6PkZKMj6GSj+Ka++Kp/8KxqrESIuQeGBEEK8glJSes4c+8cyE1kBCJOHGY/9YcMSbfCHDgkTSevW4nkyHBIVx0mzzqcyEQp2ElFF40R4pcciRCg8EEKIlwgGgdGjzYdz2kXWY195T283fvAgMHCg+P+rr0SGRiVT465dzqv5Fa2NGQ2EzPU64WfgZHilhyJEKDwQQojXkNllaqHkdLCCzE562zb5440ZIx579RIpsXv1cm9nrGhtpkyR/4zR9dr1M3AjvFK5TrcFMgMoPBBCiIJdu7ST6O0yJ0yI+A5EozxfuNCe5kJvJ71/v/xxZFT6ThIMipTSZtG6Xrt+Bk6ZPRSi83oAwODB7gpkOjDagvgDD+RyJ2lOfDgeIBaOefNSlzBILw9Bt27q/Z07V3yuXj3r0Rt6O+42bYDKSvljRS/MybiPZSI94tG6XkUDpDeOen4GToZXeuz3Sc0D8T4eyeVO0hgPpf1NQAnnjFf7G6mvtTQXeou1jMd+9+7m+q8szMm6j6NNPkbIXK9eFMySJfoLt1PhlR78fVJ4IN7GgzcNSTM8lvbXFFqChYKagPHqq/omDyOPfeU9Gd8LZWFO9n0s60AZDstFKMSP4+uvi9f799f/nBPhlR79fVJ4IN7FozcNSTNk7dKyjoKyfhPJ8q+IFzCuuUZ9J52bCyxfLq8CX7Ikkg47nmhBBHD2PpYdN2XBnz5d7rhGRI/jxRfLf8ZueKXTfhMOQeGBeBeP3jTEw1hZkGXt0jKOgrKq+VSb4oqLRS6J6KiM8nJg3Dj5PvTvDxw4IBbn7OzY96JDB63ex2rfpZVxe+YZ7fcCAfc3IHbDKz2WllqBDpPEu3j0piEexapDmaxd2shRUCuNsaKaVxYK2XZOEu+oWF4OXHuttT4oC+2qVeJYkyeLPy1HSCv3sdp3mZMTW/BLps9eKSZlpgBXPB5LS61A4YF4F4/eNMSD2FmQjbzzAwHxfvfuwJtvqh/DyMSm7HD79ZNvt3WrtaiEeEGhokIU3YpeRINB4z4UFSWes6QEmDgRePRR4JZbgOpqYwHN7H2s9V2qCQ5GffbSBkSmAJcasr/PJKWlVqDZgngXj+VyJx7Frm9MMu3St90m1y4/35pJQ02tf801iefUU9NrmRGURX3PntjXjZwezdzHMrUkzPTZiSRPqc774bG01AoUHoh38ehNQzyGE74xybJLv/CCXLv4uhQyUQlaEQ1Wic/PYFVAM3MfG32XZvoMyAkuBQWi3/ECQqr9UqLxUFpqBQoPxNt48KYhHsMp1bSdtL9um86MFmirO3Y9oq/JroAmex/bNR/Efw9Ggks4LEwvvXvHCgj33acfWlpaaq+fVvBIWmoF+jwQ72PH2YikP076xrhll3YCPec+uzv2aNRs6E4IaDL3sVUhTM/urwgu8Q6Y2dnCjyLel6KsDHjkEfXzKP4VkyZpt3ETq79PF6DwQPyBh24a4jG84FCml8bYSnpoPdQWaKcc/rTMgU4JaEb3sRUhTMaEGS247NkjQkwffFDu+PGEw84Jaj6GZgtCiL/xim+MnmreqURFgPoCbXXHHj8mWubAZDkvy6SWbtYs9rmeCTPe4fHdd4G77wbuvRc4dMheXzMcah4IIf5HSzUdXSgqWf1QU80DIlmR3o5aETr27jWvQTG7Y1eEgGXLRGZJI3NgvGZF7VhOCWjFxcD48dpmgaNHgYEDgZ/8RGgxtKpKquWKII5B4YEQkh54xTdGSzWvZ9YAgMcfF496bbQWaJnqj9FYEaoUAW3iRPvH0kLRFCxerN9u9Wrx+MIL6jkmtHJFOIEixGU4NFsQQtIHo0JRqUQm4sBOdJHWZwsLgRUrnPHSLy4GPvlE/L94sbMe/0poZO/e8iYFtRBWNyJP4pk5M/a5UT4IL+SLcBhqHgghJFkUF4vskQsXAjt3Ah07AqNGAQ0axLaJ16D06CEyTr76qr5GxWntS3y2yuhjDRoEZGVZO248VjUFatklnYw8UWP8eFHX4403xHOjtOhW06Z7HAoPxB/oTWKE+AW1heSxxxIXkmjTR0mJEDJkFx/ls8o9s2yZqGWRlye0ErL3jlpf8/KA3/wmkg3SCeHBrqYgPoTVbuRJMKivGVi2DHjgAfF/aal+WvTx40Uq72TWMUkSNFsQ7+OlTG+EWEUrA6Re9kgrn1E+p9wzN9wgalvccIP8vaN13vJyoTUBgM6dnbkHndIUKEKD1ciT7Gyx0BuZFKLLs0+cqJ11MxwGZs92rhS5x6DwQLyN1cmTEC9hJb2z1ZTQRmmqy8r07x1ZTYBT96BTOSoUoaG83Nrnn3lGXohRyrPH1/mIx0oNEZ9A4YF4F7sFjwjxClbSO8t+Ztq0iBOe7MIfDqvfO8ePmw9vNLoHjZwF7ab2ji+sNXasuc/n5IjojaIi4OWX5T7Tpo35fmqRjIqeLkDhgXgXJwoeEeIFrKR3lv3MjBkRc8SDD8ov/PH3zn33AU2aAAsWyH0eML4HtUyODzwQESZ69NBPQAUkJoZSUCusZaQNUGjUCLjpJtH/7GwhhMUXJFMjL0+UZ3cKt+uiuAQdJol3cargESGpxkp6Z7OLSlkZMHWquc8o985999mr1aB2D2pFUMT3s6AAuOgiYPnyxGMowsGLLwLvvSd8CKI1F/XqAePGRZwOZQUHADh2DHj+eeCll8xpL6+/PuJwmp8voma0ND3BIHDyZOrSpruIJzUPa9euRYcOHVC/fn2ce+65+Pzzz1PdJZIKnCx4REgqsZLeWfmMm7RtK0wVs2fbO86OHZH/QyHg7beBW2+Vi6AoK1MXHIBIfgtA3ZkxFBKvl5SIP7MmC+UYZujXL/L/ww+LR7Wsm4GAEGy03geSkzbdJTwnPOzcuRM33XQTZs6ciT179uCMM87AiBEjUt0tkgp69DC+sYJB0Y5kLn5IwGOl/kYwKJJduUWLFkJAWbjQ/phNnRpZwM0metJi+nSRgKqoyNiPY+RIkbLaqrOkVfr310/qNWuW9aRfHsdzZovPP/8cM2fOxODBgwEAd9xxB/r27ZviXpGUsHWr8aQWCol2rLgZIZNyYridgCd6LGWc5PTG3mz9jVBICERuUVkJrF0r1O52CQTEAh5f3trO8Z59Fpg8Wc73yanzyvDaa8All0SeGyXm8kradIfxnPDQL1olBOA///kPOnXqpNq2pqYGNTU1dc8rKysBALW1taitrbXdF+UYThzLr6R0DPbtAxo3lmvnYv989TsoLRWx59G23/x8oV7t39/yYT05BqWlwLBhYvGI/p0cOiReB2xdc/xY1jZuDDz3HGpLS9WPKzP2/fsDV10l8gTs3y8Eku7dxUISP7ZbtohFUeYesEIgAEyaBNx+u6lz1P7Qtjb+M1VVzva1ogLYtEmMk1tjYIWnn0btD4t/zP1w0UWR/0+eFH/RGL3vAczc34Fw2M0E4PY4fvw4zjnnHIwbNw533HFHwvvTpk3DdJVSt0uXLkWTJk2S0UVCCCEkLaiqqsJ1112Hw4cPo0WLFrptPS083H///fjzn/+MDz74AFkqaVDVNA+FhYWoqKgwvHAZamtrsX79evTp00f1/JlASscgFBJZ7PRKFOfnAx9/7KoK0Be/A2WstLzNbY6V58ZgyxZAxpz5+uvAxRebO7bGWNY2boz1zz2HPrfcgqzs7MhYujX2stdol8WLRd8UnwwD6sbh5puRVV3tcue8Sd0YXHYZsj74IFGL5FMqKyuRm5srJTx4zmyh8M4772DBggV47733NCerhg0bomHDhgmvZ2VlOTrBOX08P5KSMcjKEirfQYPEc7USxTNninjtpHTHw7+Dv/0N+PJL/TY7dohwNxv+IZ4Zg/37AZmFa/9+8/UXDMYyq6oKWQcPRsbSrbG/5BKRwGjPHncrRG7fDlxxhTCbzJ0r7TyZVV2dscKDQtZ55yEr+rvX87dR84cBPOULYebe9ly0BQDs2rULQ4cOxYIFC3D22WenujskldgpUZxJpHNODLVoCjfDeM2OpVtjrxehIYvM55QkU4sWAeefb/0cRkJ8s2YiEVP8vexn4rVNWim71ZJltW4t/nxas8dzwkN1dTX69euHoqIiXH311Th69CiOHj0KD1tXiNsUFwNffQVs2AAsXSoed+2i4BBNuubE0MpQWFFhnJUwL89aGK/ZsXR67KOFpexskQPB6oKrzJsyQsSRI8D775s/R70flpFjx/TbNWwITJkC7N4duZenT3dWmMjNde5YemhpB9TS5mvVGjl4MDFKxE81e8IeY82aNWEACX+7du0y/Ozhw4fDAMKHDx92pC/Hjx8Pr1mzJnz8+HFHjudHOAY+GYMTJ8LhgoJwOBBQ6vnF/gUC4XBhoWhngZSMwerV6tcTCIi/CRMi/6tdMyDGZPVqc+fVGMvjjRuLMWjSJHYsnRz71avFseKvYdmycDgvT/s69f7uuSfxmDb+6sZh7Fjzn9+wQX28r71W/3uU/Xv55XB4+nTHrlX1u4weg8aN9a9V+W2YPYeNe9UOZtZQz2keioqKEA6HE/7at2+f6q4R4l2sJCHyMjJF0ZYtM96VW9nJKWOpdm7l/NFjKTP2s2cL27ZeIiu9CrJDhlhPgPTKK+L8GzYA3bpZO4Yazzxj/jNvv5147fffL75HrfE2Q34+8NOf2j+OQvz9UlAgtAoy7Ntnrdx4OOyLmj2eEx4IIRZJJ/8Q2aJoeXkiyVFennY7wJ3qq/HmhRUr1Md+/HiRNlnPti0jLFmlogK49lqR3Oi99+wdKxor4zljRuy1O5EaG4ik977wQuC22+wfT+GVVxLNpUVFcp9t29aej5HH/ZM8G21BCLFAumSzM+OEuHWr/q48eicnE+2gLORaKNkU77471mGuoEAshHl5kbEvLxcLd7wAoGhEFKHOyg7VDOEwMGeOe8c3Q1lZ5Nq//tq+UKdod4YMAU47Ta4ypiytWyf+Znr21Nd2RRe8sqM98Lh/EoUHQtKNYND/6brNOCE6He1gNR3ynj1CUFi1StSkCIXELltLmxAICI1IUVFydpleymgYDotrt5MBVKGgQAgOjz7qjOkjGrXvJRjUL4gFRMxaSnEzM+G2Pqm2SbMF8Qd+KH5EnMNMFUqnox2sLuTxJhJZ08vmzZ7fZbrCN99YD0FVmD5d5Nh49VXnBQdA+3tRhJ527WJfjzcRmg239ZF/EoUH4n20wvX8EM5ErGHGAdRKuWs97Czk0QKBGY2Ik6r2TOLxx90z+cjs/j/5xDiEXMsXKSdH/MWf0yf+STRbEG+jeKAb2YxJ+iFbhVIRNAYNEoJC9G/Fyk7Oiqo5HsXnQYZTTwWGD7d2Hi+SnS1fjnvBAnvnOnhQlBR3g1tvNf7NyJoItXyRAN/6J1F4IN7FyAM92mbskxuOmETWAVRL0MjNBa6/XixooZDc70RPGJGlbVuhTVBqX6ih2LYBd50lk83o0cKckCz+9Cd3jtuxo7PH0xI0fOqfRLMF8S5mbMYkfVEm3aFDxaOWABCdiXTMGCE4lJcLrYNZU5eWqhkQgoiRiaSiArjmGmPfnLlzgf/9T65PfmHxYqBVq+SdT0a4y80F/vpXYMAA+eNazauRIVB4IN4lnes1EHcIBoXKfN68RD8Cswmj4tOiv/66eP3xx8Wjli/GY48Bt99u3M/ly8U50s1ZsqzMW/UrAgHg6aeBPn2Au+6S/5xW7hACgMID8TLpWq+BuIdMsiUzCaOitR5Kae/+/fWTcX3+uXooZ3w/lcWpvDz9zG6ffpqa86qVkc7Ojvzfq5d6GzW8JAB5EAoPxLs47UVP0h8zpi474b9axdqKiiJRIkbs2ye0INdeq3/uQACYMCHiH6EguwhmEpWVia8dOhTROAWDwqxiBOcVQ+gwSbyL0170JP2RNWGtXQsMG5YYxTFvnnz0jpoD3MaN8pEGSpSFns0+GBQ1PAYNAv74x4jj6I4dwNSpcufJdOKdq+vVE+XBjx5Vbx8IcF6RgJoH4m3SqV4DcR9ZE9bcueoFqOyWQ5YVXgIBufwEoVCkzLQirAwebK0oVSajaJwefFB8x1qCQ04O5xVJqHkg3idd6jUQ95HJ0VCvnnqqZqPwX8W0sGqVdpz+qafK9TMclg9njBdI3K6Dkc7oVUsFgMaN5QtfZTgUHog/SId6DcR9FFPXwIHabfRqPGgV0SopASZOFPUTbrkFqK6OZAeMdo4sKBCvHzrkXLrkHTtinzO6yDpGJqWyMvkCahkOzRaEkPSiqCgx7a9ZohdoJctpdAVNQAgN8VEVZWXiNSfrLEybFmtKYXSReQKB2KgLPZ54grVzJKDwQAjxBk4VP9u82ThU0ghlgdYL/dSjeXOgZUt7fVAIh0XeiOPHxXPFNEPkUJyr9cqsR7N6tSjFvWoVi/HpQLMFIemGUtHRT/4hJSXqNSzMRD8o2FHrx5dDtupfcOQI8LOfAd99Z70v0ZSXi3499ZR4XlXlzHEzgfx8YPZsoXlo1Qr49lvjzxw8KDKERmP195imUPNASDrhxwqkilnAqegHu1UxBw6M5IGwI4h89JH1z6pRXi76NnCgfDgoEYLWHXcAvXvLCQ5alJWJsffyvZREKDwQki44vQgnAysZIY3MGzLJxXJyEsN/Fe1MdC2MeGdF4j8OHbJvxormxhtpwgCFB0LSA6fTMicLs8XPZDQrwSAwZ462n0I4DCxaBOzeHSmiBSSOzZ49wlkxJ0dbECGZx9GjwIgRqe5FyqHwQEg64NcKpGaKn8lqVkpKjAtTAULI6NlTOMapES18KDkgCAGANWvUX3fK6dcHUHggJB3wawVSWf+EU0+V06ysXCkECT01tZIISnEsNRK6Dh4UCZ3atZPrq4LXnVSJddRyhfjR38gGFB4ISQf8WoFUtvgZIKdZueMO47DKaC2MrDDVqRPwySfi/1atjNsHAsC4cXLHJv7Hj/5GNqHwQEg64NcKpEpGSCCx79HFz/73P7njmXGMU0JZZWjbNqJJmD9f9E1rrJX6CN26yfeF+Be/+hvZhMIDIemA7CLsRVW6TPEzNzQmSg4Ms0JX//7q/c3OFuaNAwdElkvZpETEG+TlAf36yWUnrRe1dPrV38gmTBJFSLqgLMJqyZbmzo1NbhOfSKpHD2Dr1tQlljIqfiZT8MoMikBgpux7tJ3bqL8bNzpTvKpBg0hmSeIOOTnA8uUipPPaa+V+X9G/Bb/6G9mEwgMh6YRMBVK1bI7BYKxaNRXZ9PSKn+kt8laI1sKYEbpk+xtfB8MqFBzcJRAQYbu9egnnRtnflSJYhkL+9TeyCYUHQtINvUVNceyKnyTVchwMGhQxG3gBrUU+O1s+42JOjlgs4q/J6bLv5eXWPkeSR/RvwaymSLl/tm0DLrlEXysWn/I8TaDwQEimYKbIk5LXYMwYsah6BbVFPhQSqYeNGD4cePZZbYHAybLveXnOHIc4TyAATJ0KTJkS+S1YNSns32/O9JVGUHggJFMwW+Qp2tHroovc65cMesW+QiFjf4iCAn3BwWninSmJd3j1VeHbEI1Vk0KbNuLRqunLx1B4ICRTsLq7ctLRy0rFT6OKmzI7v3nz5AUHJ6qS9uwpynIfOWLuc8R9WrdOfM2sQ67yu+rePfKa06Yvj8NQTUIyBau7K6ccvaxk4JNNviMT7ulWH9W4/34KDl5FTRjWC3WOJ/r9eMFAMX0NHSoe01RwACg8EJI5GOU0iCc6x4HiULlqlbWc/VYy8JlNvlNcDHz1lSh2tXSpeNy1y5zgMHBgYh+VUsxa9QziWbUKeOQRubYk+Zx6qvrrWgJovABQUAAsWeJO33wEhQdC0g2t4jxWdldz5wJr1wKdO4vnt9xifjduNQOfleQ78Ts/IDIWb78t/tSKFoVCwMiR+tdx88367wMitJIVF72NXrImNQG0qipRIO3fP2nd9SoUHghJJ4zU7mZ2V0q1yUGDEvMWmMnZbzUDn93kO/Fj0bu3+FMblwcfNE5trQgbpaXa58vPBw4flus3SQ3z5+trzuIF0AYNMsYUYQY6TBKSLmjlcIjP2aDm2KWWYRLQTpwTH8qpN6FaFQLsJN/RGotolHFZsSKikZFh0qTEa5Y5H/EGhw6J375TYbkZCoUHQtIBI9NA/EKvltMg/rlR4pxojYHeRGxVCDDygNdKviObz0IZl1tuASor5foIiDGJvmYz+TOIN0izVNGpgGYLQtIBN4rzOJWz32rFT9liX0Csj4eZbIHhsDnBQSH6ms3mzyDmadbM2eOlWaroVEDNAyHpgBvFeZzK2W8nA59R8h1AmFbi01W7TfQ1cxfrPkePOnesQMDZ9OFO5AXxIdQ8EH+gFUFABG4U57GqMVDDTh4GrRBMQD38U7bOhVXiTSXcxfqLcFhkmDSbu0ON0lJn8oL4EAoPxPs4lbgnnXFyoVeQNRvI7rLs5GFQC8FMtp+Bcs0zZ8ZeszL2xF+ohQebZdgwc7lL0ggKD8TbWEkulIk4vdArKBqDdu1iXzebuTG6n06EvaXCz0DRmsTH+EePPfEHZn2A4jWfSql0s7lL0ggKD8S7GEUQhMNpf4OawqkUzWrH/fBD8f/IkcCcOcCXX6a22I+sn4Fd/4fcXOCll8Q1T50qXlP7vRUViaqdxF/s2WNsDlXTfP7kJ/rHteKg7DPoMEm8i8zuUiZU0Gm87CDlRnGekhJg4kTg0UeBRYuA6mrgsccihalSgayfwYoV4tr37YukJS4tldMUBALATTcBv/2t+B02biwWmc6dgYcfjly7WuEu4g/Gjo11nowuuAZEUpbHU1Ehd/w0dqal8EC8S3xWQ7vtnMCowqMXUMvhYBXFbNSoUezr8Ymnko1sDoho04iien7uOblzDB4sBKb44+/dG7l2gMmh/Ex81EX077qoyDhluRFp7ExLswXxLgcOONvOLqWl/vC/cCoyxWpNimRg1sdDUT337i1f7XL9en2T2W23AbfeSsEhnYj+Xf/hD8Ypy7Ww4qDsMyg8EO8ie+NavcHNMnGiNxfSaJyMTHEj8ZQsMgKQlo9Hbi6wfHms6llN6DPCKOSzosL9sFCSfJTf9ezZ1j5vx0HZR1B4IEQWPfOIFxyknI5McSPxlAx6AlC8UFFUJJwZ8/Iiny8vB8aNi7S3EtLZvLlz10P8iayGKjc39rldB2WfQJ8H4l1atXK2XTJIlYOU2doWMriReMoIveJeAwcCOTmxmqb459HtBw0Cpk2z5sg4bhwwfbr5z5HMolUrkaskvqic2j3mZUdrC1B4IN7l22+dbZcMtBZStycOMyYGWWfKaKdENbQKU1lFxsciXlDQMlkpAtPjj5vvx4QJwO9+ByxezAiKTKVePeDkSeN2d9wRKdmthx8crU1CswXxLrL+A8nyM8jPt5bBMRkZMt0wMbiVeEoLpxM/hcPm/GFatABWrgRmzWLiJ78TCAitlNZ7av9HIyM4AMD48cZt0jTRHYUH4l22b3e2nV0eflg8mllIkzVxyJoODhwwJ2w5nWFSD7dMPtnZ2otENJWVYsepUFxM04UfUYqv9e6tXo2zaVPxva5cmehsKysIK78no/ZejliyCYUH4l327nW2nV369zeXwTGZE4dRbQuFsWPNaz2Ki4FPPhH/L15sriaFGdyKib/nHvFoNDaKX0j09zF5cuL3TbxN06ZCaFi+XL0a59GjIlvo2LEiomLDBuDll4E775S7F/PygCVL5PqSyogll5EWHv76178CAMJRE+GuXbtQW1uLqqoq/OIXv3C+dySzkU0tnIwSzApmijslc+LQMzHEY0XroeywBg0SgsrmzfbySKiFYsoKQLIopqTJk4VwF+8VH4/a9xEMCr8Jp/pE3OfoUbkS3mVlorrmG28AkyYBCxbIHX/OnMT6JlqkKmIpCUgLD8OHD8e///1vXHLJJaitrUUoFMLAgQPxpz/9CQ0bNkRNTY2b/SSZyL33OtvOKWSLOyV74tDKexCPHa2HEyWItXxA1q6VF4CMiDclFReLSV+G+O9DGVctGzrxL+Ew8Mgj5nxtysvl75tURCwlCWnhIScnBz/96U/Rrl07XHvttVi8eDHOPPNMDB48GMFgEEEfh5wQj3LJJc62SzapmDgUzYjRQmlV62G3BLGRDwigLgApC7esUKFmSpI1P6h9Hyx8RRTGjhX1TWQw0qb5OBOltPDQuHFjZGVl4ZVXXsHNN9+MoUOHon///pg5cyaAWHMGIY6wcKGz7ZJNqiaOYBBo3VqurazWQ9lp2fHfkPUBKSqKmIZeflkIQvPmCSc3GQFg+vRYU5JiItmzR990ofV9KJqSxx4zPjfJDBQ/q9JS/XZWI5acSjHvIqYdJkePHo2f//zneO2113DjjTeiRYsWjnfq008/RdeuXdGqVStMmDCBgkmmsmWLs+2STbJDHaNxWuuxbZv++zKaDDM+IMGgSP08aZLY6d1wg3ByO3lShFRqEQgAzz4beR5tIrnhBu1qiGrfRygEPPCASE7FfA8kGmVNmjTJeGHXMidqOVonI7TbAaSEh3/+85+oqanByZMn0aJFC/Tr1w9nn302xo4diw4dOuC///0vamtrsWvXLnz++ee2OlRTU4P+/fvj/PPPxz/+8Q9s374dL7zwgq1jEp/SuLGz7VKB2YnDKZzWeuzfL9dOT5Mhq+XYs0fbvLF3rwip1EIRQObPF0KH7MKfnR37faxaBbRpIwQWQrQoK5Mz/ck6WvsoJ4RhhsnPPvsMF198MQoLCzFjxgxMmjQJx44dwz333IPBgwdj0KBByMrKwtGjR/Hzn/8cx48fx/fff2+5Q3/+859x+PBhzJ49G02aNMFDDz2EO++8EzfddFNC25qamhhHzcofJpXa2lrU1tZa7oOCcgwnjuVXUjoGrVrJCQatWgEu9s/2GPTvD1x1ldi9798vFqXu3cUO181xnTdP+CgAsaaC6F32yZNSCXFqd+0CzjkHtUbfR5s22tfUpo3c9zlpkuhvfBlwM/z2t+JRVrCsrhaPtbXAlClC+Ij7vHLthmOQ5nAc4sZg3z75+/iiiyL/x997oZAovqf1uw8ExL1x1VWupbU2M8cFwgY2gXA4jMOHD+OSSy7BT37yE3zxxRc466yzcPbZZ+Pll1/G+PHjcdttt+G8887Dv//9b9udnz59Ov7+97/jjTfeqDt/Tk4ODqlUr5s2bRqmqyRxWbp0KZo0aWK7L4QQQkimUFVVheuuuw6HDx82dEkw1DwEAgG0bNkSjRo1wvLly7Fp0yb8+te/xqBBg3DZZZdh27ZtuO222xzrfGVlJU4//fSY8weDQXz77bdoFVcA6f7778e4ceNiPltYWIjLL7/cEV+M2tparF+/Hn369EFWVpbt4/mRlI7BwoXA/fcbt/vjH4FRo1zrhu9+B6FQrJbjF78A3n8/Ueshy5YtqB00COufew59br4ZWcouPZ7f/lbsnPQoLRXaEB/6MdU2bmw8BhlA2oxDq1bAzp0iz8Pdd5sqr143BlOmIOuDD5zRBKxaBdxyi3G7xYsjkUkOU6lnEoxDujCWoqA488wz8cILL+Ccc87Bt99+ixtvvBGAWOSdoH79+mjYsGHMa40aNUJVVVWC8NCwYcOEtgCQlZXl6CTv9PH8SErG4I47RA4HPYekYFC0S0LffPE70CvAM3SotWPu31+n1s+qrtZeMDp21P4elMJgNTVCwJg/X9t50ePojkEG4flxaNQIOHZM+/0mTYTgUFQk7hkz1/LDepc1fTqy7JjXomnbVq4Pbdu6Nt+Zmd+koy0OHz6MI0eO4IorrsBHH32E3NxczJw5E19++SUA50I1s7OzUV5eHvPakSNH0KBBA0eOT3xEgwaiNLIe48aJdsQ9Zyu7kRvx3uNK1AQhbqInOABC0zBoEPDgg+ajaZRaL7KZJmXwWU4IaeGhSZMmCAQCKCoqwtSpU9GqVSuMHTsW99xzD44fP45jRl+UJF27dsW2qLCwXbt2oaamBtnJTEFMvMOsWaJEcrxaMBgUr8+alZp+eQ0362j07KmfX8GooqiaQGNCRUyIKyj3xSOPmP/sk0+aay+TtyGVod0WkBYePvzwQzRr1izGQfG2227D66+/DgAYMmSIIx265JJLUFlZieeffx4A8NBDD6F3797MYJnJzJoFHDkiCtdcfrl4PHKEgkM0btbRCAatVRTVE2gI8QLhsFwdjHjitOO6mMnbkKrQbgvYqqrZoEEDNGzYEA0aNMDUqVMdCeerX78+nn32Wdx1113Izc3F2rVr8bAycZHMpKQEOOMMUbjmr38Vj2ec4amY55Tjdh0NRT1rpjS3kUBDiF9p00aunRVTopnieynElPCgVNbctGkT1q9fDwA4GWW7/Pjjj3H22Wfb7tSvf/1r7Ny5Ey+++CI+//xzR45JfIqPkqaklGTV0fjkE/lJTVZQiddm1LO1pyHEXQoLRcSSEXZMibLF91KI4V360UcfYcsP6X9//etfAwCWLVtWl9Ph3HPPxYUXXohXX30V+fn52LFjhyMda9OmDfr27YscVrLLXIxuvnDYuh0/3ejRw3iCCQZFOzuYmdRkBZVwWNSvWLpU1KWgMyXxMrJ+B26aEj2AofCwYsUKbNiwAYAwU3zzzTd47bXXcOGFF6K0tBSBQAAPPvggJk2ahLKyshhNBCG2kFF7+/jmc5StW42FqFBItEsWPXuKtM8y7N4NDB4MPPOMu30ixCo5OcDq1fLmA7dNiSnGUHjo0qUL9uzZA0CEY/bt2xcLFizA/v37MX78eNTU1KB379646qqr8PXXXwMABQjiDD/87hxrl854caIKBoXmSIZXXhFe6PSRIF6jUSOhETtwwJzfQbJMiSnCUHjo2LEj3nrrLdx33304duwY2rRpg82bN2Pp0qW4/vrr8cUXXwAAFixYgOLiYgSDQdSjzZI4wYEDzrZLZ7w6UU2erF8FU6G8XAgPhHiFFi1ETpKjR4Hf/96834HP8jaYxXCVz8vLQ1VVFc455xwEAgGEw2Gcc845yM/Px5o1a/DEE0/g22+/Rb169RAKhdC8efNk9JtkArIZCH2aqdBRvDpRBYPAzTfLtf1hI0JIypkzR+QimTbNurOiz/I2mMVQeGjatClCoRBuvPFGNGrUCE2aNMFXX32Fnj17ol27dvjss8/w05/+FK+++ioOHTqEH/3oR8noN8kEfjCDOdYunXFiopJJZGOFoiK5dqtWyftIEOImrVs7s6j7KG+DWQxrWzRr1gwVFRU4efIkwuEwSkpKcOWVV2LHjh3o3r07Jk+ejIkTJ+LKK6/E9u3b8fOf/zwZ/SaExKNMVGq1LebO1Z+o9Gpi2J3gFK2IkT9DIGCuvgAhbuGkea+4WAjQmzcLn6O2bcU94VONg4Kh5qFRo0bYvn076tWrhyZNmiAYDGL+D7XuJ0+eDABo3749li9fjj179qBv377u9phkDqed5my7TMBKghm3c2lEa0X0CIcpPJDU4pZ5zwd5G8wi5dl45pln4uuvv8aBHxzTOnbsiBdeeCGmTZs2bfDee+9hwIABTveRZCqXXupsu0zBzETlZk2MaIqLxXEIcRs7C3M4DMyenRaLu9sYCg9Hjx7F7bffjnPOOacusuKMM85AixYt0KRJk7q/9u3bIysry7HS3IRoOv9ZbUcSkU1kE1WsLgFZXwlZ3wdC7HD99fY+P2YMM9dKYCg8vPbaa9i9ezc+//xznHXWWQCAEydOoLKyElVVVXV/1dXV6NixI4YOHep6p0mGsGmTs+20cMtRMFWYuR7ZvA/796u/bqboj1FECCFO8NJL9j7P1PdSGAoPQ4YMwZ///GcUFBTUvXb33XejpqYmoRDWkiVLcPXVVzvfS0Lcwszi5wfMXo+sY5haISCzvhJGESGBgMjiR+GCOM0NN5j/DFPf62I6m1O3bt0wYcIEvPvuuyj+wQlr7969qK2tRdOmTXHttdc63kmSoVx4obPt4km3oltWrkfRBhgRn0vDqq+EUejaokXGfSHEDIEAsGyZuc+o1Z2I1uj9UO8pk5ESHqqrq3H99dfjq6++wuHDhwEAf/rTn3DBBRcAAG655RY8+eST7vWSZCavveZsu2iS5SiYLOxcj0yxrB8iq+qwU/RHLyJEES5kBJpoWrY0155kDuEwcOKEtc8qZr14jZ4SVVha6kgX/Yih8HD48GH06dMHW7ZsQV5eHurXr4///Oc/eO2113DnnXfipZdewvTp0/HII4+gpqYmGX0mmcI//uFsu2jSreKdlespKRHJcFasMD5+/LHt1tLQiwiJFi7GjAHy8rSPr5g7hg+X6w8hZjj1VG2NHgAMG+Y/DaVDGAoPVVVV6NevH9q3b4+mTZuitrYWxcXFePbZZ1FZWYkxY8agfv36uOKKK7B48eJk9JlkCmq7aDvtovFiISk7mL0eZUI8eNDa+dyupaEIF3PmiEn7ppuAhg0T22VnC00FIzmIG5w8qa3RU/CThtJBDIWH3NxcTJo0CSdPnsS//vUv1NTU4Mknn8TBgwcxf/58zJ49G3fddRcmTJiAeTKJYAiRpVMnZ9tF4/Til+qIDTPXo2fikEUmciI3F1i/Hvjd74C33xbnNTtOJSVAu3bA888DaprNQ4eATz8Vfh25udavhxA1Nm1KLw2lgxgKD8OHD8emTZvQqFEjrFq1Cvv27cP777+PAQMGYN26dfjZz36G77//Hl988QXatGmDv/zlL8noN8kETj/d2XbROFlIygsRGz16GCe2CQZFOyMThxqKg+OqVZHql1qREwoVFcBDDwEzZgC9ewu/hNat5cdp1Spg4EB97Ug4LCof3nADC6SR1OEXDaWDGAoPQ4cOxYgRI/D111/jtttuQ8eOHbFp0yY8/vjjePjhhzFx4kSMGzcOCxcuxIABA/D8888no98kE5Ap5WymXTROVbzTi3AYOBB44AFr2gizO/StW43bhEKinZWJTkkbfcstkUUfAJYvF+GVMhw9migIaEWCrFwJMHKLpIpAQGwuZB1xk13q3gMYCg/9+vXDG2+8gQMHDmDXrl0AgFdffRVLlixBp06d8N///hcdOnTA3/72N5xzzjl46623ELajDiVE4e23nW0Xj92KdzIRDlOnmtdGWNFkmPF5MDPR1fthijh0KPZ1RTi6/fbYHb/ZHA1qkSAlJcDgwcLeTEiyCQQidVbGjzdum4pS9x5AKlTzxz/+MT788EP06tUL1dXVaNq0KaZNm4axY8di8eLFuOiii/CnP/0JF198McaOHet2n0mm8ENYsGPt1LBSSErBrPpfJn+E1dwTZnwezGR6bNVK/XVl0Y8XKqxsHKLtxopARojbzJkjIo3iw4KVsvCyzsQyGso0xLAkNwCEQiE88cQTmDRpEpYvX47KykoMGjQI1dXVCIfDCIVC6NOnDwBgypQprnaYZBDnny8Xhnn++fbOo3j2m8Ws+j8cFgv2mDEiOiB+wjHSZOh9VvF50DNdKD4Pislm0KDILiueFi2Ayy8XGphk8cQTov9m/TEIsUJentgkZGdH/Hh69hSmOVmWLLFfst6nSGke7rrrLvz9739HVlYWzjjjDJx//vnYunUrfvazn+H2229HXl4eBg8ejOeeew5fffWVy10mGcPllzvbzmms2DmVXbYyWUVjJ/eEGZ8HQNtk06yZEBwqK5MrOADA6tWR5DuEWKVJE7l2I0YIB97evYVT74wZoqiWjPD6xz+Kx1at0qcmjkmkhIfzzz8fpaWlOOWUUzBu3Dj84he/wKWXXorzzz8fX3zxBXbs2IGrrroKzz33HMaNG+d2n0mm8NBDzrZzGjuFngYPTjRB2Mk98c03cp+Nbhdvspk+Hfj+eyE4pAommiN2uftuuQylx44lmiZkI3aU+6hv3/SoiWMBKeFhxIgRaPmD1+moUaPw9NNPx7yfl5eH4cOHY8uWLXjJbkUzQhRkbY5WEx3ZRS9iw4hDhxJ9GOzknvj73+U+q9Xu5ElhNqCzM/E7vXsDt97q7jkWLkx8za81cSxiujDW+eefj2bNmmm+r/ceIaZo3NjZdm6gpf6XJTrKwE7uCSvZOKOjOm64ASgvN9NzQrxHixbCf8lK4jgZAgFt50g/1sSxgWnhgZCkccopzrZzCzX1v4wmIt6HwU7uCbPZOPXy9RPiV559VtwfbuRdUJyL9QSDDMo4SeGBeJcjR5xt5ybRhZ5+/3uhjVBCvoyI9mHQ0mTk5grHrOzsRAetUAg4+2xjgSUYBEaNciY9NSFe5PPPxe9bttS8HvXilseCAqFVkGHfvtSnrHcZqVBNQlJCgwbOtksmxcVCI9K7t3Hb+F1ScbGYaEaNijhwlZcLT/DoCaigQAgrr74qp0EYN06M1caN1DiQ9GTqVODpp4HbbhOatblzrR9LSVKmhEf37Ck0CjLH3LFDmASj77OCAqFZTJPQTmoeiHfxg8+DHr16WfNhWLlSRGPEe37H71zKyoBHHjEWBIJBYMIEYNYs8dzpPPwDBjh7PELssHevECKURT5eg2CGQECEEPfsKe4jGb+knBxxfrOJ3nwGhQfiXQoLnW2XbKz4MKxaJbQJTtCwoUgffeRIRHAAMjIPP8lg7Jjn9PyS4jEyG6aZQyWFB+Jdmjd3tl0qMFM/o6QEuOYa5yaWmhrgqaeAM86I3e3I5KfIywNeekmuzPWaNba7SohrKNlZZQu4qRHvl7RkSWKbggJg2jTjKrBp4lBJ4YF4l08/dbZdqpCpn+FmTYd4dalMforrrxcanYULRRsribAI8QrhsL18MPHauv79xePrr8fe07JRT2lQwpsOk8S7/FDF1bF2qcSofobZIltmUKuLoWhE7rkn9rxKfYy5c8VfQYGoLPinP7nTN0K8jFKaW6tq5sUXA1lZked2Er35DGoeiHeRrVSn1s5vYVJu70TU1KXRGhElBC1+nPbsAR59NJLLf8IE4IcieIbcead61UJC/ICibRsxQvyOZeYRO4nefAaFB+JdrGRNBGIzJ/oh73woBBw4kJxzxQspige5VhGscFj8jRolnj/yCLB+vdy5AgHhwxGfQIsQOyhmtIsuMveZggLheyRrgsvOFn9Tp8rPI3YSvfkMCg/Eu8je5NHttDInejVMShF0xo41/9mCAuDaa+WTUQHq6lIZk8nRo+b6BgAdOya+dskl7vl2kMygoEBoAnbvNve5OXOAkSPVNyXKHDJ9ekTIPXgw0U9CmUdKS7XPY8ZJ2sfQ54F4lxYtRMy2TDtAP3Oimt0/1SiCjplQsrw8MQnu3AksWgQsXy7/2UAA6NEj8XW3TCatWolJ+IknYnNWyERwkMygXr1IMiYZ5swRWrD58835CP3610JA1/pMQYHQCCgJ2tq3V28XHW45f772+YqLxTyzebO4v9q2jeSKSBMoPJD0wWgHHW3313NeTAZWUkQHAiL0EhAhYWbj18Nh4N13E30W3HLeGj5c/XXZssck/encGfjoI7m2hYVikW/XznzkxNq12u9Nnw5MnhxZ2GU0ccpvuLRUW5Ng5CTtc2i2IN7l0CFz7WR30F4IkzIbXVFYKFSeRUX26lKoxafL5H0gxA1kBQcAOO884UNjJ+QynkBAFNOKxsz8MGyY90yhSYLCA/EuNTXm2vkpTMrMBNWyJfDgg8K3wW5dis8/T4xC0cuaR4hXWLfO+WOqRSGZnR/SJGOkWWi2IOmDsoPes0fbKUovZjuZmJmgvvsO+M1vxP9mnCPV+Mc/hNe4glKsBwCaNrXmGEmI31m9Wjz27Gk8j0TjJVNokqHmgXiXEyfMtfNTmJTVksGyphxZysqAgQPFHwUHkqk88UQkFHPtWvOaOC+YQpMMhQfiXazkefBLmBRNBYR4DyUUExDzhWxkkBdMoUmGwgPxLseOWWsnU0vCCxQXi3h1L2hCCElXrr1Wvj5LdChmUZEQJvLytNunUcZIs1B4IN5FNv5brZ0SJjV0qHj06gJdXAxMmWLts3b9HwhJd5o1A155RV0bqUW0H0ODBiI8Wk/48IopNMlQeCDeJbrgjBPtnECvZobZehpKdkmrKZtXrBBalZdfBnr3tnYMQtKZK6+MFIJTtJF33SX3WcWPQcsUCojQZ69pNJMEoy2Id8nOlqv5kKwdeGlpYhXK6GgFrffUJhej7JKBgL7PR0GB0KisXQtMmuReRU5C/MwZZwhBXsnuqEREPPGE8Wej/RjiM0a2aQNUVkZKc2cg1DwQ72I2z4PbDBumXjNDiVaQrachk13SyFm0uhq4/371Oh6EEMFDDyUWtLJa+TLaFHrxxW722hdQePADfisv7RRmQzXdQhlvrZoZWkQ7X0V/Z2ayS9bTuEUPHRIVLq1mmiQkk4gW5P0U0u1hKDx4Hb+Vl3YSOw6TTrJtm/XPqmWwMxMTrnVtFBpIJmM2lXq8IO+XkG4PQ+HBy/itvLTTNGzobDur7N9v/xh79kT+z8CYcEJsU1goMkGuXp246OflRfIzaBEvyPslpNuj0GHSq/itvLQbeEXzoDhH2WHMGKBxYzExKTZXL/gqKDs4ajKIl5kyRVSSDQbF3HjKKcKECwg/hF69RPTRqlXGx4rW/KV55Us3oebBq5gpL52uHD7sbDurdO8uHu1UnayoSLS5eqGKZThMwYF4n8suE/eNYsbt3RuYMUP8DR8uoo6cLIyXqX5mJqDw4FX8VF463YnW7Gg5WKm9p0a8zTUnR799s2bS3SQk7YiOfDAy41ZUWIuiiCeT/cxMQOHBq/ipvLQd/CThL1mi7mCl2GGN8uCr2VwPHBBJouJzVSgCi1axKiXj3YQJ1gpsEeJ1oiMfAH0zLgCMGwfMnh37WbVj6Zl5nfQz89PcZgHPCQ9r165Fhw4dUL9+fZx77rn4/PPPU92l1GA1FtlP+E3C799f28GquBiYM0fuOPE219//Hvjf/8TxxowRrxtNNIpX+KxZok9Nm1q4IJsEAtSMEPeIjnyQNePm5VmPojDyMwMSw6618NvcZgFPOUzu3LkTN910E5566ilceumlGD16NEaMGIG//e1vqe5a8lHs4oMGJWYbTIdYZK0Mi4qEL+P4lAr0HKxkc+cr2qJQKJKxrm1boEcPkYhKj+xs4RgWXa8jGBSZ9P79b7nzOwV9JYiT5OaKOhQHD4r7QckKCZgz4w4dGpsNMv5YWpjxM7voIu12MnNbGkR0eErz8Pnnn2PmzJkYPHgwWrdujTvuuAP/TvaE6CXSNRZZVsL3G0baIkBMYOXl6jsTmQiMQ4fEMeInwlT9FrTMKoSYpaICuOUWEXodX8xO1jy7Y4d4tFIYzwk/Mye1Fx7HU5qHfv36xTz/z3/+g06dOqWoNx4hPqe6rBTtZWQlfFnsRi3EawCsjm+0tkjvXIMHq79XXi53HrXJa/t2uc8S4mXKytR357LhzY8/DkyebO3+dcLPzIz2wuchoikRHgYMGICNSoxuFDNmzMBdP1Q8O378OB577DGMGzdO8zg1NTWoiaprUPlDLH5tbS1qa2tt91M5hhPHsk20muzkSfdzG/yAK2Owb5/IeeAUgQBgtX+lpcDEibFJnHJyhOPVgAEATI5B//7CrHDTTe7tLtq0SbzePXucHdM4an84dq2L5/A6HAOBrXFo1kw4+c6bJ7RoWtx9N3DVVbFCwK23AjNn6h+/qkr4Dl16qfm+desG/PjHwN696pqDQEBogbt1054TZOe2ffusz1kuYmaeD4TDyTdcHjhwANXV1QmvZ2dno0WLFgCA+++/H3/+85/xwQcfIEuj5PK0adMwXaWc8dKlS9GkSRNnO00IIYSkMVVVVbjuuutw+PDhurVYi5QID0a88847GDBgAN577z2cffbZmu3UNA+FhYWoqKgwvHAZamtrsX79evTp00dTgEl3XBmDUAjo3NlYwjeTgdFsoiilD9EaBzVeegm1V11lbgxWrRK2Wzdo1gz4zW+Avn1F8iplZ9a5M/D11+6cE2KXuf6559Dn5puRpSL4ZwIcA4HtcejTB1i/3rhdq1bAzp2R3/iMGaIYnBETJoiMlFZR00YWFAitxw8luDXnRdm57eOPPWl6rqysRG5urpTw4CmfBwDYtWsXhg4digULFugKDgDQsGFDNFSpa5CVleXoYu/08fyIo2OQlQU8/HDEN0AtkmTmTHWPZTUCAXFMM/ztb8CXXxq3GzWqblGWHoO2bUXJbDs0agQcO5b4enU18Nhj4q+gQKh/i4pE9c0kLGhZ1dUZvXACHAMFy+OwaZPcb7W6GnjvvYhvwCWXAA88YPy5Sy4xPx9EY8LPLGFOkJ3bGjWy3j8XMTPHeyraorq6Gv369UNRURGuvvpqHD16FEePHoUHlSPELjKRJLLJj6wkSZL1rC4vN19VUybqQotAAGjeXF1wiGfPHmDgQKB1ayBT86EQ//Hdd+I3LkP0fdqrl3FG1pwcZxwRrURrKGjNba1aifocRUX2++cBPCU8/PWvf8X27dvxzDPPoHnz5nV/u3fvTnXXiBsYVbVzs7aFmcycZqtqKlEXgLXSwUeOyLcFRFw8IX7irLPk2kXfp8EgcPHF+u1vvtkb5gBlbovOHnvoEDB1atoki/KU8FBUVIRwOJzw1759+1R3jbiFnoRfVSV3DNl20fTsaZxOWqFNG/PH19p96JGXJ78jI8TPfPCB/vtqGXRXrhQFsPRYtsw7ORTWrhWahvioEiuprj2Ip4QHQmJwsyR3MAgsXGjcrrAwUlXTDKGQ2HHMnGmcNVLh1lvltQ6EpCtqGXRDIeF/ZIRXKg1nQLIoCg/Eu7gpPADANdcIz2wtAgFrKcCjs0fecIMoqCVDPd6OhKhm0N28WWSglEHLnymZharMJIvyKZytSGYza5ZQh+blxb5eWJg4gW3ZYjzxaFXlM6Kw0PcZ5wixxZQpiX5PCkYh1dGo+TMlu1CVE6muPY7nQjUJSTqDBgFXX60dmlVaKv7v2zcSYqaESUZPcnqqSiOGDBHCg0wKXkLSkbPP1hagZVO3t2yZWGk4FYWqnEh17XGoeSDeRVaN74S6X8txs6RE3WdBzenJSFWpx7Jl4lGJ0iAk09BbSOM1g1rceGOsmTFVvgdG4dpqDqE+g8ID8S5u+zwYYXbisaOCjLZ/qsWyt2ghBIw5c6yfgxCvEgwCBw5o+yTIRi39UI+mjlT5HuiFa6s5hPoQCg/Eu8hmYXMrW5vZiceuCnLtWqHNUMvbcOSIyF43erT8LowQvxAKCdNdtE9C27bCpABEdvJ6qO3kU+l7IJMIz8dQeCDuY9XLWXYx/slPrPZMH7MTj53MkgDw3HP6/hJjxojH66+3dnxC/ER5uYiIGjJEPJ83T9xbajt5rcioVPseGCXC8zEUHoi7WPVyDoXETSbDN9/Y7aU6ZieeaFWlFX4oKa9KtJajXz/r5yDEbyxfDpx6qvjf7E7eC74HdlJdexgKD8Q9tMIWZTKsmbFBupWeWUaTkJMjBB1Fm6KoKmWzV5plwQIKDyTzOHQoUmxq507h+3PXXeLxyy+1d/IZ4HuQKig8EHew6+VsxgbpVuE0GU3CwYNA796x2pTiYjEhucGqVXJFswhJN8JhYORIoEMHYOxY4IknxGPHjvobkTT3PUgVzPNA3MGMs6FabLcZG6Sb5dJlJ5b4mHEzNS0IIXKoaRll8jWYKLNN5KDmgbiDXS9nMzbIZs3k21qhf3/xuG5dpEJePPHaFLvOk4QQOcJh8Xf77cDx49rt0tT3IFVQeCD20IqksOvlHAwC9SUVY0rWR7cJBhMr5EUTrU2xU5abEGKe8nKh8fN5tUq/QOGBWEcvksIJL2fZkM6aGrM910dLINq/X+7zijZFy9aalxdx/iIkHSgoAMaNS3UvRPGsNCh37Qfo80CsIZMvft488X8gENtO1stZ1hHSSYfJkhLh6Bntr/HjHwOPPgq0aSN3DEWbEl2Wu7xcCA35+RGBqX171rEg6cGcOcJ50SuMGSN8HGiacA0KD8Q8RpEUgYC4eXftEkJE/GJcUCAEByNnxGBQTvvg1AShJRDt3Sse//c/EYKpVRo4EBDX1rOnuhBSUADceqsQsMrLRTGu+fOd6TshqSAnB1i0SAjJXhGEjZyxnSYUykhHTAoPxDxmIinseDnLmi202pm5qWVCS0eMAI4eVf98tDZFSTMdf6yyMmDqVMPLIcQXrFsnTJXBoDDxeY1klLsuLVXfJMRX3E1DKDwQ85iNpFC8nJOJ1s5f66aWqYipJ8wo2pSiImGOcCv3BCFeobIyIowns7R08+ai1osRyejTsGFAVVXsa26W+vYQdJgk5kl1vngjrGS2tLNLycuLZLmzU5abED8xaVJEoE5maPLq1foZXJORclq57mSX+vYQFB6IPEoUwp49qb95tbCa2dKOoFNeDmzdKv53UlWq+FC89Rbw2986d1xCnKCsLJJGPlmhyYWFwK9+BTz9tHaRLMD9lNPbtum/71apbw9B4YHIUVoaCcu84QZ9p0EgdfniZf0xpk2LDcO0u3NShAantC1KP+bNAy67DPjpT505LiFOEi0sa4UmO8mQIWJeSXXKabNh22kIhQcix7Bhcur4VOeLl71ZZ8yIzUthd+ekCA1OqW/z82PHMVUmIEL0UKpdKkSXoFZKyDvJsmWxRehSVe7abNh2GkLhgeijZ9sDxCKZlwe8/LI3atWbvVmj/SC0djN6GpR4E41T6ttFi2LHkemuiRcZPjzRhygYFL/XVaucP1+8KSBVKae7dxePqSz1nWIoPCQbreyFXkXGtqekhXX65pVdKKPbmV1k4/0g1HYzzz+v3h8tE40ihLRrJ9cHNZYujX0uU+GTkGSj5YTspuOwF0wB0fd7hpb6pvCQTPTSOXuVVNr2rGSYtLLzj3duit/NFBWJ1+OFASMTjR0tgZJPIlrYzM4WKYDTeEIiPkPLCXnPHvfO6SVTwJIlGVvqm3kekoVMOmcv/tjatBHx3EZ46YZWdv7xeR6MMBKAPvkEeO8946RTWt+1GS6+WD1XBSFeQy2jY3m58+eJzuDqFfr3z9hS3xQekoFsOmcv5mLv3h148019257XbmggNrPl228LB0kjjAQgmWRXet+1LPXqCXupXQGEkGQSLXzn5Tl7bC+bAlKRBM8D0GyRDMykc/YafrbtKTf1tGn2K3zK4oStd+xY4N57KTgQf7F9e8SPy264ZnZ27PMMMQX4CQoPycBsOmcvkgrbnhWHSTX0/CCcFoDsfIfBIDBhAtCvH00VxH8o4c+nniqEiIIC68dasSI1IZhEGpotkoHX0znLkArbXv36QG2tXDsjtPwgZCt8ymLnO3zlFWGqGDLEmb4QkgoOHQKmTweaNTP/WcUMmsywS2IJCg/JQAkf3LNHXRXtVb+BeJJt22vQQE54aNBA7nh2KnzKYvRdaxEIACNHArffDnz3nXP9ISRVaFWg1cLrZlASA4WHZKCozQcNEjdI9KJi9obJpNrx1dXOtgPcF4CU73rgQHOfC4floloISVec1gISV6HPQ7JwIhe7H/NE2OHkSWfbJYuiIiAnJ9W9IMQfTJlCvwYfQs1DMrGjNvdrnohMZONG4ODBVPeCEH9w9tkZGerodyg8JBsranM/54mwQzAol77bzDW7bfYpKQFuvdW54xGS7njZUZxoQuHBD5jJE6EIJungG9GiBfDtt3LtZFDL2JibK0qMFxXZHyMnMksSkin4xVGcqEKfBz9gNk9EuvhGWKltoYWysMcLYRUVwknL7hg5kVmSEC+SkwMsX56YNbKgQOQlsRqSCTCywsdQePADZvJEaC2SWtXv3OT4cTE5jB4tHo8fN/d5mfwNMu1kF3Y7Y+RmFUFCUsnBg8CddybWq3jwQWDWLGDNGvPHZMZI30OzhR+QzRPRowfQsaM3fCPuuw+YPTvWZ2H8eHH+fv3kzCknTsidy6id7MJuZ4y8nB2UELtUVCS+Nny4uEeKisT8Y3SPTZ0KnHmmf82oJAZqHvyAbHrlrVu9UUPjvvuARx5JdHYMhYDHHpM3p8jmPTBqZ2ZhtzpGdPoimciYMeJx3jz9NPETJogaM0qZewoOvofCg1+QyRPhhRoax48LjYMseqYCp/I8WFnYzY6Roh2SrcdBiN+JFrSV+Sm+nkVenqhTMWtWavpIXINmCz9hlCfCCzU0Fi6UC69USIY5xUrKaLNjFAwCc+YA11xjvn+E+BlF0E5G+nfiGSg86KEsgqtWeedG0MsTYbeGhlp4p1l27jT/GbVQUyeJTg8ug5XwsZISUUqbEC8Rnw7fDaIF7WTXvyEpg2YLLUpKgM6dxf+33OKPcEc7pae1wjtLS831oWNHk52OIt5U4FS0BaCtVlWjuhpYu1bu3IB2hAshqSQnB1i2zL3jBwJAYSHzNGQoFB7UUBaDPXtiX09FuKNZrNTQ0AvvHDbM3PlHjbKunYk3Ffz4x3Kfk21XXAx89ZXIoz9mjHZyqUOH5L9n5ncgXuXJJ4HBg4WzohuEw8zTkMFQeIjHKBU0IBYeM3b9ZBO9SC5dql90RuZ6lXYyNGgAjBtnrr9aO5h44U2Lr76SP5eiVn30UW3hwcz3zPwOxKvccYfYMLz6qjvHz84WPg4kI6HwEI+ZVNBeRlkkjUKjZK4XALZtkz/3rFlityOzI9Ezp3z/vdz5jh0zrw2S/Z7nz9cXIJjfgXiVgweFA69bwu2hQ96fB4lrUHiIxwvhjslE9jr27zd33FmzgKoqEYFw113icfnyRJ8DPXOKmbDHe+4B3n5b7LI2bjTWGMhe99ixEd8XNWSjMiZNApo0kWtLiF9Il3mQmIbRFvF4IdwxmcheR5s25o/doEEkiYzCwIHyoVyyeR4Asbvq3TvyvKBAOI9GCyXR0SQHDsgfe+9e8VhamijkyES4ZGcDzz4rhClCvI5sNVsgfeZBYhpqHuIxSvaTbh7GMtcLAN27O3M+WXMKYM8JMd65NT6aZOxYeUcvpR+TJiVOqkYRLuGwUB+rpfclxEtMmSL8o6qqgLfeEkKvHqyImdFQeIjHTrijH5G5XqWdQigkTAOyJgKr2FHzRzs9rlqlHk1itt9lZeo2Xq0Il/x8ES5HiB84+2wh0DdoAFx2GfDMM2IO0JoXZs5Mn3mQmIbCgxrFxaKIU7244alXT7yebpXg9MI7lyyJfS1Z5b5DIftqfsXpcdQofS2GEwWw1CJcXnhBaB0I8QPRJohQSGge7rknUQBW5on+/ZPXN+I56POgRkmJCOVr1Cj29VBIvN6tW3oKEGqpZU+eBN54Q7RR8kHEL8SKicDJErtOenHHlxKOJxQSJYcXLDA+VryNVy0rpyKMuBUiR4jTRJsgSkqE0BCtqcvLA66/XswR3boBb76Zmn4Sz0DhIR6ZpD/JKmudbNRSyypOi0b5IJyuT5FsL+7u3UVWSb36F/E2XrVJNtpRk85kxC/MmyfuW60NQkWFaNOqlbg3mzQRc0JWlvw59ARt4jtotognXfI8OM22bckdFycW3kBA7JhkyM839v2ItvHqZeVUHDXLyzk5Em9Trx6wcqUQdo02COEwMHWqSNcPiBBmWXNlssydJGlQeIgn0/I8yCKb58GpcbHrxa0s+AsWyEfP6Dk+AhEbr0xWzpEjgWuv9XYmUkJOngRyc8X/ZrOl7t0rl8ZdRtAmvoPCQzyZludBFtk8D06Ni90du5J86pprzEXPqDk+fvxx7OdktFMHD7LeBfEHisBvVvCXSeOeDun+iSqeFh6uvPJKvPDCC8k9aableZCle3d/jcvs2RHnTbPFwoxyUTipdZI1qxDiForAb0XwNzJX0gyctnhWeHjllVfwZio8ev2Y5yEZeRdSMS6NG1v7XCAginNFj4NesTCz4+eUduW3vwVuvdWZYxFilniB32jjpIeaQB0KiZTxVj9PPI0nhYdDhw7h3nvvxZlnnpmaDig71XbtYl/Xq8OQKpLpiKTnE+DGuPzoR9Y+p+xm7rkHeOWViECgplFQG79TTwUeeEBbiLAzyUbzzDPAQw/ZOwYhWgQC2pVjleynSrp45f7Q2iAYES9QK/fVjBnWPk88jydDNe+9915cffXVqK6u1m1XU1ODmpqauueVlZUAgNraWtTW1trrRP/+qL38cuDtt1G7eLGw+XfvLm4wu8d2itJSYNgwMQlE79IPHRKvA7YTuSjjGDOeDRvGnq9hQ6WxrXMlkJsLfP219c8/95z4A4SA8/DDseOhNX7V1SKyYtEi4PHHUXvllQDixmDevMgYR9tzlUk5Oxv49lt9v4ejR61rV5JM7Q/9rPVJf93Al2NQW6v+G1PqVzz9tPiLvj9WrQImThQOjWqHjB6HQEB8tlu3yP2vdV+pofZ5H6A6L6YBZq4nEA4n36trwIAB2LhxY8LrM2bMwDnnnIMbb7wRn332GUaPHo1evXph+PDhqseZNm0apk+fnvD60qVL0YQVDAkhhBBpqqqqcN111+Hw4cNooaW1+oGUaB6efvppVa1CdnY2LrjgAjz55JNo3ry54XHuv/9+jBs3ru55ZWUlCgsLcfnllxteuAy1tbVYv349+vTpgywzyVCSwZYtQN++xu1efx24+GLLp6kbg8suQ9Z552nuRup2EB9/7Jzfw6mnAlGaJdtE93HbNrnxA1DbsSPWz5ih/jsIhcSx9u+P1U4BwO9/H1ED+5zaxo2x/rnn0Ofmm5FloBFMV3wxBq1aidwNVtKi693DpaV12oi6cZgyBVnTp8dq82TnJUCY/mbO9GWaa0+vDTZQtPcypER4aN26terrkydPRteuXdFX8sfXsGFDNFRU5lFkZWU5+oU6fTxH2L9fqNdl2jnQ96wPPkDWl1/qN9qxA3jvvcQslVY5flzuGs2g9FF2/ABg504AGr+DrCzhJxFPKAS8/LLz/U8xWdXV3l04k4Snx8Buv6Lv4fiMkJ99BmzdWufcmPXBB8iKT+Eve1/99rfCr8hLjucW8OTaYAMz1+Ipn4elS5eivLwcLVu2BCBUKCtWrMD777+PhQsXprZzXiPZ+SjsJomykpr2lFPsF8fS6qPbDlpmE+4Q4hX27dNPvT5okKh3o3b/yt5XixYB558v52TNtNaexFPCw+bNm3HixIm65+PHj0e3bt00fR4yGsXjX6sWQyCQWIvBDrJJog4ciHhuK2gV2lm4UExEWrjlt6JMQAUF5hb4LVuEECUzgTH0jPiVHTuAadP0C+Bp/fZ79BD3tlExuooKuWJ6RvVjSMrwVKhmQUEB2rdvX/fXrFkz5ObmIldJn0oiJDvvglGSKIWxY2NDRbVS05aXi+yP992nfSynfXmj49qjx8/oM9nZ4v++feXDYRl6RlJFPYvTurLheOYZ/YyQkyapf76kBOjY0VhwiEYvuyTTWnsaTwkP8bzwwgvUOuhhNnOiHczEgCs398qVxhVKH3lEtFNDNmwoEAAmTDBuFw4npqJevRrIydE+bjgsQl/jMZrAnMoFQYhZlEq4ZlB+p7feapwRUu39lStFzggzmjy97JJMa+15PC08EAn0Mie6cS41YSUe5ea+8065yeTOO9UngW+/letXkyZA167G7XJyRMnwaIqLhall+vSIhkEhP19bsIifwJRser/7nfjbuBGYM0e0oQBBUoEZraOy4ejUyfx5VqwAhgwx/zkFNRMf01p7Hk/5PBCLKJkTk0FxsViA588XJgotwmF59WV5uZgE4q/h6FG5z3//PTBqlHG7gwfVzxMMirDKyZNjHbNCIaB3b+1EN8oE9uCDwOOPx4bHzZghBI/x40Xa63ibbXW10GiweBZxi1AIeOwx8ftU054p5OUBX34JNGgghF5ZSktFZMYjj9jrp5qJj9WNPQ+FB2KeYBDQCLe1jN1JoKLC/nnihbBXX5U75tSp6q8fPCgm1rvvBk4/XUzS+fnCpLF2rTB7KKYRQtzg22/1BQdACO9bt4rfvpEjdjQ33GAvNFTPqZvVjT0PzRbEGrI37SmnOHs8u5g5j1N9evxxoaWZNElM5MGgvAmIEDts3y7XThGq7dS3sIKWUzerG3seCg/EGrI396JFxsdK1iSQl2fuPE47PcY7Wcb7qyg+EoQ4xVtvybWLFpQVwdbtKLfBg7V9s/xY3TjDoPCQ6Vgt5y17cw8erB8JEQg4MwkUFBi3WbjQ3Hn0wjmtCBRqXuLRlT5Hj2aEBnGWykohNJvdwRcXuy/MLl+uH26ZzGgyYhoKD5mM3XLesjf3rFnCIzt+J1NY6NwkMG+e/qI7YYJ+QiotiouBJUsSXy8oEBEaZlGcLOfPTxTUkq0yJt7BzR309deLR7M7+GSY1IzCLZMZTUZMQeEhU3EqAYvszX3NNSI7o5lJ4Kc/levDT38aEWTiNRB5eUJwmTVL7lhqKIV7Xn89tu+TJ1ufYOOTaSkUF4sdWXyIqCKsKOdfsUJO20K8T/Pm4rfkFkVF1nbwychVIhNuGa2d69WLpgqPwGiLTMQoAUsgIHYE8TkRtJANFTUbUtq3L/Dpp3LtgEgYqZ08+Gp59BUuvji2yFgoBIwcqR1tYURZmUisM326WDyCQSFMjBsXGz1yyiki5G7w4Nhzf/aZiOZwo/4HSR5HjogiUTk5ooqsbIiyDMFgJBW02XtD0YS5HRXEcEtfQs1DJuKXBCyXXmq+nZ1dipYZp7RUu61VwSGaqVOB004TqbrVtEGHDwPXXhtJ5V1SIkJlp0+n4JBOHDokBIfBg53b7YdC4nglJfr3hpbvk15U0MsviwytWto+WbMewy19CTUPmYhfErB8/LF8u//7P3vnUsw4asWAhg0T5gKjtgrduonkOWbYs8c42c4jj4jUw489Zu7YxB8oWr8NG5zf5SuaRDVh2qj4VLxGr00b4YjZv7/QxGlpNEIhUSdDa6PidPE+klSoechE/JKAZfVqZ9tpIZNHX2mn1xYQE+LOnfb6owfDOdMbM5lZx4yR83vR0yTK+j5Fay0uvji2rZZGQzF7BAIMt0xDKDxkIn5JwPLvfzvbTouNG43NOACwbZucycdMVUGzWCl6RNKToiLhrDxlilz7eE2ibPGp48ethXMDDLdMYyg8ZCJ+ScBy4oSz7dQoKYl1RNRj//7Um3JIZpCbKyfcB4PAZZfJHTNekyjr+5SfH+sH1Lmz3PkUGG6ZllB4yFT8sCOQdRqz6lymqGyNcv8rtGkjb8rRS8xDMpv6Oq5mimCwcGHkefz7QKxwb1WTKCsIx9eN2btXPKo5EmvBcMu0g8JDJuP1HcGvfuVsu2iMfBeiUSbl7t3lJ2qtyd8uwSCFEr9jpCmbO1fkRZEV7q1qEq36NCn3zKRJ5kwYJK2g8JDpeHlH4KZjp5HKVo1gUH6iHjTIncJXWVkRr3ySfowfHxEMzAj3VjSJPXsmJiMzQ1lZ6sO5Scqg8EC8y5o1zraLRlZlm5OTmJ5adqKOnvzHjDHfRzWOHROPTZs6czziHQIBYNmy2N28GeE+FZpE+gBlLMzzQLzL99872y4aWW3F8uXAJZcAb7wR+7psNktl8u/VS7w/ciRw8KD5/sbjZBZC4g2iQyrNZGKNxkwW182b7f8WUx3OTVIGNQ/Eu8iaUKyYWnr0MP5cMKgfrmrW5FNcDBw4IDLvZWfHvldQILQcNEeQZO3m7Z6HCZ4yGgoPxLucdpqz7YBIGt4//MHY2SsUArZulT+2DMEg8PvfA//7X6x6+auvgEWLnD0X8SfJ2s1bPY8i4M6c6S0fKZJUaLYg3uXqq4FHH5VrJ4NaGl4j3NoFqqmXlYqat94q6lm4QW5uYugd8QZa6ZrVirU5sWgrkUN79qhHHQUCQkPWqJFoo6D4+ijVZr2AW2NENKHwQLxLvGrfTjujehRafPqp0BK0bw9s2SL8H2QmpePHRbjmf/4jkku1bQuccQYwahTQoIF2H8eNc09wAICuXYGbbhLniRai8vLczYxJ5IgPqdSqOzF7tvjO7CyWelUzFe3CokWJvj3dugFvvmn5Eh3HqDYHcYdwGnH48OEwgPDhw4cdOd7x48fDa9asCR8/ftyR4/mRlI7BeeeFw2JK0/877zz945w4EQ4XFMgdS+XveOPGYgwaNxbHWb1a/3wTJoTDwaD68YJB8X48q1eHw4GA5T6a+isoCIdXrgyHN2wIh5cuFY81NbpjFDMGyehjsv5MjLnqGDj1nRUWJv6uzPwmZH6XWqxenfjdq/XnBzw1L2qNUSAg/qyOiQGeGgMHMbOG0ueBeJddu5xpZyWngxZlZbEFg+K57z5R/VLLnyIUEu8r5bWV12QTVjnBnj0iJfehQxFnzwYNxP+Zhp0xz8kB2rWLfS0/H2jRQu7zLVoAd9+tHlJp9jcRX8jKDF5PFqeFbG0OJrJyBQoPxLtUVTnTzg2/BbVJ6fhxoU6WYfZs0R5wVriRQW1iDYVE4SMiz8GDwIsvxi66L74oylXLcOQIMH++EOLiTQ5mfxN2F0svJ4vTQrY2BxNZuQKFB+JdlMXVbjtZr/Jhw+TaaU1KCxfKT9yhUCSFdSoS7cRfQ7IFmHRh/37953roLfhWfhOZtljKjhETWbkCHSaJd8nKAmpr5drpIeNVXlAAXHFFYjZJPeInpZ075T8b3d7J0LzBg0WWS9nS3co1RHvTE3nGjImNXsnNNff56AU/OvrGzm8iUxZLN9PXE0OoeSDexanJQbYehdk6FPHn7djR3OeV9kbFtmRQCnIVFsoLDkDkGhhpYY34sFerYbDxC76d30SmLJZWq4kSR6DwQLzL3Xc7106mHoUyGckQDCYuFKNGmcuKOWpU5H8t4UaWcFiUDH/sMbn28RNrXp6182YibpSKj1/wrfwmMm2xtFpNlDgChQfiXR55xNl2Rl7lymQkM1mHQsJEEO3d3qAB0K+fXF/GjYvN96Al3JipevjBB3Lt1CZWp6t/eplmzYAJE6wLarLfiYwJQ2/B1/pNaB0HyLzF0ko1UeIIFB6Id5Et/mSmSJSRV7kyGclqIKKd3UpKgHXrjM8/YQIwa1bie2rCzd699somq6E2sZrRuviZwYOB774T4z9+vLnPjhwpHv/4R7n2c+boV1SVWfDVfhMrVyZ+V5m8WPo11NTn0GGSeJe8PLmKmU6r3JWKmfPnA2PHareLdnbr2dM4Lr9lSyEMNG6s3SY+bfXGjc5U4VS46CLg3XfVq38OHSqvxfErb78tHq2EphYViTDM+NwOWuTnx1ZUVcuCOHeu8SKnlsr86quZjjkaM9VEiSNQeCDe5f33gVNPlWvnNMEg0Lq1XNt9++RCHb/7Dvj7381Nck57znfooL7IZEqeh4MHgQcfFGnGZUNTlWic7t1FWubu3eWid6JNEbIl3GXhYklSDIUH4l2crG1hBTPRHm7FnDvtOT94sPrrmZTnYd4885Ex0aYFmZoQaqYILvgkjaDPA/Eu77zjbDuzmAkFcyvm3IkwzmjeeEP9dTdyAzRrJv7cpJ6FKezQIfnQ1Lw8dV8COuqRDIfCA/EusgmbzCR2MkN0KFg88TtMt2LOg0HheOdU3QutRFZOajhuuAF46y1hpvnuO/H/lCni77e/tX/8KVMijnHV1cDUqeaPkZdnLJTl5QltjJYgQEc9ksHQbEG8y5EjzrazgtZCEO/sZlWVbURJib7TpkLTpnLOpZ06qb9ulIXTDFddBVx2WeT5ZZdFnm/cCDz0kL3jX3ZZrPp/2jTgnHOEw6dsevD8fCEwaZlqAgHgqae0y6eHQrH+C4MHZ7bDIsk4qHkg3kV2l+52Upz+/cXj66/r7zCdVmWXlAhhRGuBmzo10h/Zmgpa0RR6Whaz6Gkx7Jph4h0RFa65Bli2TO4YSrisXl6MCy7Q/r5KS4H27YFf/hK47jrx2L69tYqWhPgUCg/Eu1x3nbPt7HLxxcZVB51SZRuVZA4EgOeeEzveXr2Eb0FRkf4xi4r0w0SLi83nPohHa3FXsJtNc9487bEfNAhYvdo4L0YoBPzjH/ptPvhAmESiP7Nli/j/hhsSBbr4ktihkNCyvPqqeGRZaJJmUHgg3qVPH2fbJQsnyhtbKTf83nv6x4x/v7papMi+4AKga1dg4kRg8WLzfY2mT5/Y61VbRLU0NHrjlJMjBAMjIay4GDhwQGhl7DqZ3nuv6PPYsSL1d9++2m2jK2SuXEnNBEl76PNAvMvevc628xNmQz8PHRKLph4HDoh22dnAgAHA2rWx7xvtxmVo2jTyf0mJemKkefPU8x706AFs3Sp28QcOiJwM9epFEi2ZqRvSqxcwfbq9a1m8GHjyychzPa0NEBHo1MJhFc2EGfNVvF9FpieCIp6CwgPxLq1bi8VOpp2fUVskzIZ+XnyxXPuLLwbOOCNRcHCKcFhoGXbsEI6M8WaX+EU0Pu+BU3kQnAg9PX7c/jEUwmGhCRkzRghNRkKAkeCVblBQ8h00WxDvcuGFzrbzIiUl6iruigpzoZ9ffil3vv/3/9wTHABgwQJxHVOnqvtrRKv33fQD8GJZajVTkxpajrLxfhXpgtY9kG7XmWZQeCDeZetWZ9t5Db1FYvBg4TMBOFtu2AuOe8oiOn++ew6FPXvKVbVMBXpaET1H2WQJXskk0wSlNILCA/EusmpjJ9XLyUJmkVi2DFi+XC70s31717rqGmPHurfTDAZFVIQX0dOKWHGU9SuZJiilGRQeiHc5/XRn27mJ2dA82UUiL08u9FMr+ZNfcGOnaRS66jT33GM/y6hbNVK8SCYJSmkIhQfiXfzi82DFZmtmkZAJ/aytNd9vuwQCxjkVZHFjp+l0XRAjBgzQzmEha2pyq0aKF8kkQSkNofBAvMuvfuVsOzewarN1epG44AK5dk5z993OHcvpnabdhFSyRGsU7GYZdatGihfJJEEpDaHwQLyLbMVEK5UVncCOzdbpRSK6lkQyUKpNTp7s/O7eyZ2m1mKek+OM1kRNo2Any6iewGPHUdaLZJKglIZQeCDe5X//c7ad09ix2Tq9SPTq5ZwJwYjoapMy1zF9ulhE58yRO37bts6md1ZbzA8cEH8bNgAvvwxccom1Y2tpFOxkGc2Uct+ZJCilIUwSRbzLqac6285p7NpslUVCLRlQdMVOGYJBYNEiYOBA+c9YZfjw2GqTstcRCgGPPaZfuTMnRwgLw4Y5myBJWczjUV7Lzxe+KjK8/rooROZmMiO1DJzpmDjJyXuAJBUKD4RYxQmbrZOLRHGxqP+gNhEPHSp28XqaElkefRTo1i12Ype5Dr2y5QoHD6qnlbaS3tkMRiXJAwHxPiCydGZlOd+HeLQEnnQjUwSlNIPCA/EusgudEwuiFWQXHCObrZOLhN5EPGOG2GFXVNg/j1qaZZnr0NppGmE2vbNZ9AQbRYU+c6az5yQRMkVQSiPo80C8y5o1zrZzGq/abLXs7Vu3OiM42I2KUHwQ3npLFOlK1nll+qXna9C/v3PnYslu4nMoPBDv8v33zrZzAz85tzkdL2/neMGg+JMpfObkeY2wEykhC2s5kDSAZgviXc44A1i/Xq5dKvGLzdbpeHm7x7MqBLgd9++mCl3JC2JUbZQQj+NZzcPEiRPR30k1IfEfjzzibDs3sROalyx69kzUkFjBqfh7s0KA3+P+WcuBpBGeFB4+/vhjLFy4EPMUezLJTBo3Nq5PUFQk2hFjgkHg8cftHcNJXw4z6aPTIe6ftRxIGuE54eHkyZMYOXIkxo4diw4dOqS6OyTVGJkkUm2y8BtKOKdRQqnCQmDChEh4okJ+vnOqdTPpo73oQ2IW1nIgaYTnfB6eeuopfPLJJxg5ciTWrVuHK6+8Eg2iE9JEUVNTg5qamrrnlZWVAIDa2lrUOlAoSDmGE8fyKykdg+PHgYUL9TULCxcCU6fGJi1ymLT7HfTvL3bAW7ZEdrk9eojFvLwcaNMG6N5dPH/gAWDbNtTu3w8AqP3Xv4CGDZ0rxNW/vxAKJk4Udn+F/HzgxhuBjh1j+5PC78D276BNGzktWZs2Kb1OI9LufrBAuo6BmesJhMNaqd7cY8CAAdi4cWPC6zNmzMD06dPRpk0bFBcXY9OmTfj+++/x7rvvorHKTTdt2jRMV0kos3TpUjRp0sSNrhNCCCFpSVVVFa677jocPnwYLVq00G2bEuHhwIEDqK6uTnh906ZNuP322/H1118jNzcXJ06cQOfOnTF27FiMHDkyob2a5qGwsBAVFRWGFy5DbW0t1q9fjz59+iArGRnlPEhKx+D664HXXjNu168f8MorrnWDvwOOAeDQGJSWitTbgHoiqiVLnM0n4QL8LaTvGFRWViI3N1dKeEiJ2aJ169aqry9duhTdunVDbm4uAKB+/fro0qULvvzyS9X2DRs2RMOGDRNez8rKcvQLdfp4fiQlY9CoEaAiZKq2S0Lf+DvgGAA2x0Dx2YjPsFlY6LtaDvwtpN8YmLkWT/k8FBQUJGgkdu/ejR49eqSoRySlDBsmdmIy7UiE6mrh7LhjB9Cpk0ir/I9/eDsHhZOEQt7OueGXvCCE6OAp4aFv374YPXo0nnrqKfTr1w8lJSX46KOPsHLlylR3jaSCX/1KTKh6ce/BoGhHBAMGAGvXRp7/9a/AggWxbexWqPQyJSXqhcG8dr2s5UB8jqdCNXNycvDGG2/gxRdfxBlnnIF58+ZhxYoVKCwsTHXXSCo4ftw4YU4oJNqRRMFBCyWboZ10yKmuzaB2fiV7Y3wuBSeulxASg6c0DwBw0UUXYdu2banuBvECEybIt3viCXf74nWqq+UEB0CuQmW86r9bt8h7Tu3urZoX1M6fnw8cO6advVHrer1u4iDEo3hK80BIDP/v/znbLp2RFbQU9LIZqhVu6txZvFda6szu3mpxKD3twsGD2p9Tu14WqCLEMhQeiHdp2tTZdunMjh3WPhefzVBrcd67Vzzefbf92gxWzQt6tSFkUa6XJg5CbEHhgXiXAQOcbZfOdOpk7XPRxalkCjfpldCWqc1gpziUUW0IGdq2ZYEqQhyAwgPxLqed5my7dMZsZdFAAMjLEzttxeHQicUZ0K/NYKc4lJ2aD9EVOVmgihDbUHgg3kWpuqiHn0s0O4lMBdJowmFRx+KGGyK2flmHSyP0Sm3bKQ5ltoS3QnxFThaoIsQ2FB6Id4muuqiFn0s0O82aNeYEiGj27BFjaYfo3b0WsgKAWjujEt6BgKgWGi9wxlfktNMHQggACg+EpBdr1gBVVcCddwKXXy4ejxwBNmwAXn4Z+CH1ewKKrT8Y1C+PnZ0t3o9vE7+710JGANASQPRKeCvPFy0CvvpKXO/SpeJx167YEFI7fSCEAKDwQLyM4timhRK7T8e2WBo3Fnkv3nxTPDZrJrIZ5ucDFRX6nw2FInkRolGeP/642MXn58e+H7+710JGANATQIqLjc+vZG8cOlQ8xh/Lbh8IIRQeiIehY5uzyNrwx4xJXJyV5/37iwXaaHevh4wAYPR5O+d3og+EZDieyzBJSB10bHMWWRt+URHw6KOJGSbffDPSxm5tBrvFoZyoDcECVYRYhsID8S50bHMWxda/Z496joNAQLyvLKDRi3NtrfP98UJxKC/0gRAfQrMF8S50bHMW2voJIQ5B4YF4Fy52zkNbPyHEASg8EG/Dxc55nHA4JIRkNPR5IN6Hjm3OQ1s/IcQGFB6IP+BiRwghnoFmC0IIIYSYgsIDIYQQQkxB4YEQQgghpqDwQAghhBBTUHgghBBCiCkoPBBCCCHEFBQeCCGEEGIKCg+EEEIIMQWFB0IIIYSYgsIDIYQQQkxB4YEQQgghpqDwQAghhBBTUHgghBBCiCnSqqpmOBwGAFRWVjpyvNraWlRVVaGyshJZWVmOHNNvcAw4BgDHAOAYKHAc0ncMlLVTWUv1SCvh4ciRIwCAwsLCFPeEEEII8SdHjhzBKaecotsmEJYRMXzCyZMnsXfvXjRv3hyBQMD28SorK1FYWIhvvvkGLVq0cKCH/oNjwDEAOAYAx0CB45C+YxAOh3HkyBG0a9cO9erpezWkleahXr16KCgocPy4LVq0SKsfiBU4BhwDgGMAcAwUOA7pOQZGGgcFOkwSQgghxBQUHgghhBBiCgoPOjRs2BBTp05Fw4YNU92VlMEx4BgAHAOAY6DAceAYAGnmMEkIIYQQ96HmgRBCCCGmoPBACCGEEFNQeCCEEEKIKSg8EEOeffZZFBYWokmTJujVqxf++9//prpLKWPixIno379/qrvhCa688kq88MILqe5G0lm7di06dOiA+vXr49xzz8Xnn3+e6i6RJMLvX0DhQYWKigqcfvrp+Oqrr2Je//TTT9G1a1e0atUKEyZMkMr/7Xd27tyJBx54AGvXrsUXX3yBjh07Yvjw4anuVkr4+OOPsXDhQsybNy/VXUk5r7zyCt58881UdyPp7Ny5EzfddBNmzpyJPXv24IwzzsCIESNS3a2kkYlzYDSZ/v1HQ+EhjoqKCvTr1y9BcKipqUH//v1x/vnn4x//+Ae2b9+eEbuuf//73+jWrRt+/vOf40c/+hFuvvlmfPnll6nuVtI5efIkRo4cibFjx6JDhw6p7k5KOXToEO69916ceeaZqe5K0vn8888xc+ZMDB48GK1bt8Ydd9yBf//736nuVlLI1Dkwmkz+/uOh8BDHkCFDcN111yW8/uc//xmHDx/G7Nmz0bFjRzz00ENYvHhxCnqYXM4++2y88847+PDDD3H48GEsXLgQffr0SXW3ks5TTz2FTz75BO3bt8e6detw/PjxVHcpZdx77724+uqr0a1bt1R3Jen069cPI0eOrHv+n//8B506dUphj5JHps6B0WTy9x8PhYc4nnnmGdx9990Jr3/00Ufo1q0bmjRpAgDo0qULtm/fnuzuucaAAQPQsmXLhL933nkHgwYNwnnnnYeWLVti27ZtePTRR1PdXVfQGoMnnngCU6dORYcOHbB7927MmTMHF198Maqrq1PdZVfQG4cNGzbg7bffxqxZs1LdTVfRGwOF48eP47HHHsPtt9+ewp4mj3SfA82Sad9/PGlVGEuWAQMGYOPGjQmvz5gxA3fddZfqZyorK3H66afXPQ8EAggGg/j222/RqlUrt7qaNJ5++mnVxfDrr7/GH//4R7z33ns466yzMGvWLFx11VV4//33Halc6iW0xmDTpk34/vvvsWHDBuTm5uLEiRPo3LkzlixZErMLSRe0xiE7OxsXXHABnnzySTRv3jwFPUseemOgMHXqVDRt2jRjbN7pPgeaJdO+/3gyUniQmRjiqV+/fkIq0kaNGqGqqiotbpzWrVurvj5v3jwMGTIEF154IQAhYD355JP46KOPcO655yaxh+6jNQZLly5Ft27dkJubC0D8Frp06ZK2vh9a4zB58mR07doVffv2TXKPko/WGCi88847WLBgAd577z1kZWUlqVepJd3nQDNk4vcfT0YKD0YTgxrZ2dn49NNPY147cuQIGjRo4FS3PMnJkydRUVFR9/zIkSOoqqpCKBRKYa+SS0FBQYKwuXv3bvTo0SNFPUoNS5cuRXl5OVq2bAkAqKqqwooVK/D+++9j4cKFqe1cEtm1axeGDh2KBQsW4Oyzz051d5JGps6B8WTq9x9PRgoPVujatSueeeaZuue7du1CTU2NrrYiHejZsyduvPFG/PznP0fr1q3x7LPPok2bNujSpUuqu5Y0+vbti9GjR+Opp55Cv379UFJSgo8++ggrV65MddeSyubNm3HixIm65+PHj0e3bt0yKnS3uroa/fr1Q1FREa6++mocPXoUANC0adO0M+PFk6lzYDSZ/P0nECaqAAjv2rWr7nltbW04Ly8v/Nxzz4XD4XB4xIgR4X79+qWod8nj5MmT4QceeCD8ox/9KJyVlRU+77zzwv/6179S3a2ks2XLlnC3bt3CjRs3Dnfo0CG8bt26VHcp5dx4443h559/PtXdSCpr1qwJA0j4i54r0pVMnQOjyeTvPx5W1dQgEAhg165daN++fd1r69atw9ChQ9G4cWPUq1cPGzduzGi1FSEks+AcSBQoPJhk//79+Oc//4lu3bohJycn1d0hhJCkwjmQABQeCCGEEGISJokihBBCiCkoPBBCCCHEFBQeCCGEEGIKCg+EEEIIMQWFB0IIIYSYgsIDIcQyGzduRCAQQCAQQFZWFrp06YI333wz5nXlr1mzZgCAadOm1b3WvHlzXHXVVfjvf/8LABg+fDgCgQA++eQTAMB9992HQCCgWsiOEJI6KDwQQmzRokULfPvtt/j6668xevRoDBw4EHv37q17Xfnbs2dP3WeuuuoqfPvtt/jHP/4BALjhhhtijqmUev7ss8+SdyGEEGlY24IQYotAIICWLVuiZcuWuPXWW/H444/XaRaUIlrxZGVl1X1m9uzZOPvss1FVVQUACAaDdULDZ599hmAwmKxLIYRIQs0DIcRR6tevj+PHj0u3b9y4McLhcF3l0gsuuACfffYZjhw5guPHj6OgoMCtrhJCLELhgRDiGOvXr8cXX3yB2tpaHD58uE670LJlS4waNSqh/YkTJzB37lycccYZdamOu3Tpgs8++wyfffYZOnfunOxLIIRIQLMFIcQWipBw7NgxNGzYEE888QQ6duyI5s2b48MPP6xrpzhMAsDrr79e95m2bdti+fLlde+1a9cO3333Hf71r3+hS5cu+M9//pPMyyGESEDNAyHEFoqQsHPnTnz33Xe45ZZbAAD16tVD+/bt6/5yc3PrPvPLX/4SH374Ia666ir06NEDv/jFL2KOefbZZ2P16tXo0qVLUq+FECIHhQdCiC0UISE/Px+BQEDqM02aNEH79u3x4IMPYuXKlQnahS5duuCdd96h8ECIR6HwQAhxhXA4jO+++y7mLxQKxbT5yU9+gmuvvRZ/+MMfYl7v0qULsrKy8JOf/CSZXSaESEKfB0KIK1RWVqJVq1Yxr23bti2h3bRp03DOOefgd7/7Xd1rP/vZz3DmmWeiQYMGrveTEGKeQDgcDqe6E4QQQgjxDzRbEEIIIcQUFB4IIYQQYgoKD4QQQggxBYUHQgghhJiCwgMhhBBCTEHhgRBCCCGmoPBACCGEEFNQeCCEEEKIKSg8EEIIIcQUFB4IIYQQYor/DxQKumIqS8ZdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 6))\n",
    "# plt.title(\"relationship\" + model_type.lower())\n",
    "plt.title(\"relationship\")\n",
    "plt.scatter(np.log(goal.values),  np.log(refer.values),color=\"red\")\n",
    "plt.xlabel(element)\n",
    "plt.ylabel(reference)\n",
    "# plt.legend(loc='best')\n",
    "plt.grid(True)#显示网格线\n",
    "# plt.savefig(model_testing_img_file_saving_path + model_testing_image_name + 'ValAll.jpg', dpi=220,  bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "np.set_printoptions(suppress=True, threshold=5000)\n",
    "# goal,refer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 分析两者的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "refer= sm.add_constant(refer) # adding a constant\n",
    "ols = sm.OLS(goal, refer).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "ols.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "set_option(\"display.max_rows\",5000)\n",
    "# goal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
